[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d430a5526ba9435eb45053d92f85f6f575fb1ff1603643e69e2fe394978f7237","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 320,340,341, or375) or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[\"MATH 340, 341, and 375 are referenced in the requirements but their specific linked_courses arrays do not include themselves; however, they are present in the root's linked_courses list, so they are treated as valid course nodes.\"],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Unreachable nodes: n4, n5, n6; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d430a5526ba9435eb45053d92f85f6f575fb1ff1603643e69e2fe394978f7237","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, eigenvalues, and matrix operations.\"}],\"search_phrases\":[\"combinatorial optimization algorithms\",\"discrete structures optimization\",\"approximation algorithms graph theory\",\"shortest path spanning tree flow\",\"traveling salesman problem approximation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Solving discrete optimization problems like shortest paths, flows, and matchings.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Analyzing structural properties and applying exact and approximation algorithms.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMBINATORIAL OPTIMIZATION\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem. We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Introduction to combinatorial optimization covering exact and approximation algorithms for discrete structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"investigate structural properties of these problems\"}],\"text\":\"Structural properties of optimization problems.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d430a5526ba9435eb45053d92f85f6f575fb1ff1603643e69e2fe394978f7237","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2e0fd7102ccfea1e3955a921da6e29c6f67480aaa3251c5d683ab2000ba30687","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 320,340,341, or375) or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2e0fd7102ccfea1e3955a921da6e29c6f67480aaa3251c5d683ab2000ba30687","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, eigenvalues, and matrix operations.\"}],\"search_phrases\":[\"combinatorial optimization algorithms\",\"discrete structures optimization\",\"approximation algorithms graph theory\",\"shortest path spanning tree flow\",\"traveling salesman problem approximation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Solving discrete optimization problems like shortest paths, flows, and matchings.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Analyzing structural properties and applying exact and approximation algorithms.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMBINATORIAL OPTIMIZATION\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem. We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Introduction to combinatorial optimization covering exact and approximation algorithms for discrete structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"investigate structural properties of these problems\"}],\"text\":\"Structural properties of optimization problems.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2e0fd7102ccfea1e3955a921da6e29c6f67480aaa3251c5d683ab2000ba30687","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Overall a solid lecturer and exams are more than fair. Get a good homework partner for the assignments, study the proofs continuously throughout the semester and you will not have to spend much time at all studying for exams.  \",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-01-17 21:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"628c298e85dc7bb52f9fb019\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Prof Carla is one of my favorite professors in Mathematics(and Computer Sciences). Her ability to explain the difficult concepts in clear manner is inspiring. And she genuinely cares about the students. The course is theoretical but I enjoyed it a lot because of her clear teaching skills. And yes is super sweet too:))\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-28 17:10:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"515f3f6cd3b642cfb7f700df\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"628c298e85dc7bb52f9fb019\",\"515f3f6cd3b642cfb7f700df\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is praised for clear explanations of difficult concepts and solid lecturing skills.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"The best math professor I have had. The class was pretty easy.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-24 17:07:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f698d933e02f2d0b8272d03a\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDMxMDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Prof Carla is one of my favorite professors in Mathematics(and Computer Sciences). Her ability to explain the difficult concepts in clear manner is inspiring. And she genuinely cares about the students. The course is theoretical but I enjoyed it a lot because of her clear teaching skills. And yes is super sweet too:))\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-28 17:10:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"515f3f6cd3b642cfb7f700df\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"f698d933e02f2d0b8272d03a\",\"515f3f6cd3b642cfb7f700df\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Students describe the professor as caring, inspiring, and one of the best math professors.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof. Knows whats she's doing. Lectures are hard to watch.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2020-12-07 18:22:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab03fd7f30ca76a0259657ff\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzOTc0NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Hardest class I took this semester. Do not let the RMP ratings below fool you, if you are not an elite math major, you will not have a good time. Not a lot of proofs, but the proofs are insanely in-depth and you need to know every little detail. HWs take a LONG time to do, and the first exam is brutal. You also need a 95 or higher for an A.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2025-12-25 01:55:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82b9512174f10d4e5505018c\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"ab03fd7f30ca76a0259657ff\",\"82b9512174f10d4e5505018c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Workload perceptions vary; some find the class easy, while others report homework takes a long time and exams are brutal.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Overall a solid lecturer and exams are more than fair. Get a good homework partner for the assignments, study the proofs continuously throughout the semester and you will not have to spend much time at all studying for exams.  \",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-01-17 21:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"628c298e85dc7bb52f9fb019\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Hardest class I took this semester. Do not let the RMP ratings below fool you, if you are not an elite math major, you will not have a good time. Not a lot of proofs, but the proofs are insanely in-depth and you need to know every little detail. HWs take a LONG time to do, and the first exam is brutal. You also need a 95 or higher for an A.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2025-12-25 01:55:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82b9512174f10d4e5505018c\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"628c298e85dc7bb52f9fb019\",\"82b9512174f10d4e5505018c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as fair by some, but the first exam is noted as brutal with a requirement for 95% or higher for an A.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-789789da373eecc1ff75f626","output_id":"f23b7b8fae64161cf6106b2cd146137518616d099272dea04ee48e5e948cae94","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 320,340,341, or375) or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-789789da373eecc1ff75f626","output_id":"f23b7b8fae64161cf6106b2cd146137518616d099272dea04ee48e5e948cae94","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, eigenvalues, and matrix operations.\"}],\"search_phrases\":[\"combinatorial optimization algorithms\",\"discrete structures optimization\",\"approximation algorithms graph theory\",\"shortest path spanning tree flow\",\"traveling salesman problem approximation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Solving discrete optimization problems like shortest paths, flows, and matchings.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Analyzing structural properties and applying exact and approximation algorithms.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMBINATORIAL OPTIMIZATION\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem. We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Introduction to combinatorial optimization covering exact and approximation algorithms for discrete structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"investigate structural properties of these problems\"}],\"text\":\"Structural properties of optimization problems.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-789789da373eecc1ff75f626","output_id":"f23b7b8fae64161cf6106b2cd146137518616d099272dea04ee48e5e948cae94","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"aa2e1142d8483db8889b8a6ad071454bf2b62c6a9bd42ee2fb2807764d7cc3ed","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 320,340,341, or375) or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"aa2e1142d8483db8889b8a6ad071454bf2b62c6a9bd42ee2fb2807764d7cc3ed","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, eigenvalues, and matrix operations.\"}],\"search_phrases\":[\"combinatorial optimization algorithms\",\"discrete structures optimization\",\"approximation algorithms graph theory\",\"shortest path spanning tree flow\",\"traveling salesman problem approximation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Solving discrete optimization problems like shortest paths, flows, and matchings.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Analyzing structural properties and applying exact and approximation algorithms.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMBINATORIAL OPTIMIZATION\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem. We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Introduction to combinatorial optimization covering exact and approximation algorithms for discrete structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"investigate structural properties of these problems\"}],\"text\":\"Structural properties of optimization problems.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"aa2e1142d8483db8889b8a6ad071454bf2b62c6a9bd42ee2fb2807764d7cc3ed","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Overall a solid lecturer and exams are more than fair. Get a good homework partner for the assignments, study the proofs continuously throughout the semester and you will not have to spend much time at all studying for exams.  \",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-01-17 21:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"628c298e85dc7bb52f9fb019\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Prof Carla is one of my favorite professors in Mathematics(and Computer Sciences). Her ability to explain the difficult concepts in clear manner is inspiring. And she genuinely cares about the students. The course is theoretical but I enjoyed it a lot because of her clear teaching skills. And yes is super sweet too:))\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-28 17:10:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"515f3f6cd3b642cfb7f700df\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"628c298e85dc7bb52f9fb019\",\"515f3f6cd3b642cfb7f700df\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is praised for clear explanations of difficult concepts and solid lecturing skills.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"The best math professor I have had. The class was pretty easy.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-24 17:07:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f698d933e02f2d0b8272d03a\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDMxMDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Prof Carla is one of my favorite professors in Mathematics(and Computer Sciences). Her ability to explain the difficult concepts in clear manner is inspiring. And she genuinely cares about the students. The course is theoretical but I enjoyed it a lot because of her clear teaching skills. And yes is super sweet too:))\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-28 17:10:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"515f3f6cd3b642cfb7f700df\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"f698d933e02f2d0b8272d03a\",\"515f3f6cd3b642cfb7f700df\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Students describe the professor as caring, inspiring, and one of the best math professors.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof. Knows whats she's doing. Lectures are hard to watch.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2020-12-07 18:22:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab03fd7f30ca76a0259657ff\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzOTc0NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Hardest class I took this semester. Do not let the RMP ratings below fool you, if you are not an elite math major, you will not have a good time. Not a lot of proofs, but the proofs are insanely in-depth and you need to know every little detail. HWs take a LONG time to do, and the first exam is brutal. You also need a 95 or higher for an A.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2025-12-25 01:55:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82b9512174f10d4e5505018c\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"ab03fd7f30ca76a0259657ff\",\"82b9512174f10d4e5505018c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Workload perceptions vary; some find the class easy, while others report homework takes a long time and exams are brutal.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Overall a solid lecturer and exams are more than fair. Get a good homework partner for the assignments, study the proofs continuously throughout the semester and you will not have to spend much time at all studying for exams.  \",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-01-17 21:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"628c298e85dc7bb52f9fb019\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Hardest class I took this semester. Do not let the RMP ratings below fool you, if you are not an elite math major, you will not have a good time. Not a lot of proofs, but the proofs are insanely in-depth and you need to know every little detail. HWs take a LONG time to do, and the first exam is brutal. You also need a 95 or higher for an A.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2025-12-25 01:55:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82b9512174f10d4e5505018c\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"628c298e85dc7bb52f9fb019\",\"82b9512174f10d4e5505018c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as fair by some, but the first exam is noted as brutal with a requirement for 95% or higher for an A.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"aa2e1142d8483db8889b8a6ad071454bf2b62c6a9bd42ee2fb2807764d7cc3ed","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"5f0c6c9bce68d6b47b003b460e278d56cf6d1778192a0ce36276ebdb3a8a6f5e\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"current_instructors\":[{\"instructor_uid\":\"instructor_790616eb1b3311e29964b78a\",\"message\":\"Summary generation failed\",\"name\":\"Carla Michini\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2371667\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.01 GPA, 45.6% A/AB (n=68 letter grades); Fall 2024: 3.00 GPA, 40.6% A/AB (n=64 letter grades); Fall 2025: 2.90 GPA, 36.5% A/AB (n=63 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_790616eb1b3311e29964b78a\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.01 GPA, 45.6% A/AB (n=68 letter grades); Fall 2024: 3.00 GPA, 40.6% A/AB (n=64 letter grades); Fall 2025: 2.90 GPA, 36.5% A/AB (n=63 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CARLA MICHINI is recorded teaching in Fall 2018, Fall 2020, Fall 2021, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_790616eb1b3311e29964b78a\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"6b2a92c21a6e98a75630dd8b99d2cb1a5f028a5400470094486c4f186cf8712f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 320,340,341, or375) or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"6b2a92c21a6e98a75630dd8b99d2cb1a5f028a5400470094486c4f186cf8712f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, eigenvalues, and matrix operations.\"}],\"search_phrases\":[\"combinatorial optimization algorithms\",\"discrete structures optimization\",\"approximation algorithms graph theory\",\"shortest path spanning tree flow\",\"traveling salesman problem approximation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Solving discrete optimization problems like shortest paths, flows, and matchings.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Analyzing structural properties and applying exact and approximation algorithms.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMBINATORIAL OPTIMIZATION\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem. We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Introduction to combinatorial optimization covering exact and approximation algorithms for discrete structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"investigate structural properties of these problems\"}],\"text\":\"Structural properties of optimization problems.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"6b2a92c21a6e98a75630dd8b99d2cb1a5f028a5400470094486c4f186cf8712f","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Overall a solid lecturer and exams are more than fair. Get a good homework partner for the assignments, study the proofs continuously throughout the semester and you will not have to spend much time at all studying for exams.  \",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-01-17 21:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"628c298e85dc7bb52f9fb019\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Prof Carla is one of my favorite professors in Mathematics(and Computer Sciences). Her ability to explain the difficult concepts in clear manner is inspiring. And she genuinely cares about the students. The course is theoretical but I enjoyed it a lot because of her clear teaching skills. And yes is super sweet too:))\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-28 17:10:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"515f3f6cd3b642cfb7f700df\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"628c298e85dc7bb52f9fb019\",\"515f3f6cd3b642cfb7f700df\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is praised for clear explanations of difficult concepts and solid lecturing skills.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"The best math professor I have had. The class was pretty easy.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-24 17:07:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f698d933e02f2d0b8272d03a\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDMxMDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Prof Carla is one of my favorite professors in Mathematics(and Computer Sciences). Her ability to explain the difficult concepts in clear manner is inspiring. And she genuinely cares about the students. The course is theoretical but I enjoyed it a lot because of her clear teaching skills. And yes is super sweet too:))\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-28 17:10:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"515f3f6cd3b642cfb7f700df\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"f698d933e02f2d0b8272d03a\",\"515f3f6cd3b642cfb7f700df\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Students describe the professor as caring, inspiring, and one of the best math professors.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof. Knows whats she's doing. Lectures are hard to watch.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2020-12-07 18:22:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab03fd7f30ca76a0259657ff\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzOTc0NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Hardest class I took this semester. Do not let the RMP ratings below fool you, if you are not an elite math major, you will not have a good time. Not a lot of proofs, but the proofs are insanely in-depth and you need to know every little detail. HWs take a LONG time to do, and the first exam is brutal. You also need a 95 or higher for an A.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2025-12-25 01:55:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82b9512174f10d4e5505018c\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"ab03fd7f30ca76a0259657ff\",\"82b9512174f10d4e5505018c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Workload perceptions vary; some find the class easy, while others report homework takes a long time and exams are brutal.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Overall a solid lecturer and exams are more than fair. Get a good homework partner for the assignments, study the proofs continuously throughout the semester and you will not have to spend much time at all studying for exams.  \",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-01-17 21:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"628c298e85dc7bb52f9fb019\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Hardest class I took this semester. Do not let the RMP ratings below fool you, if you are not an elite math major, you will not have a good time. Not a lot of proofs, but the proofs are insanely in-depth and you need to know every little detail. HWs take a LONG time to do, and the first exam is brutal. You also need a 95 or higher for an A.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2025-12-25 01:55:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82b9512174f10d4e5505018c\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"628c298e85dc7bb52f9fb019\",\"82b9512174f10d4e5505018c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as fair by some, but the first exam is noted as brutal with a requirement for 95% or higher for an A.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"6b2a92c21a6e98a75630dd8b99d2cb1a5f028a5400470094486c4f186cf8712f","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"5f0c6c9bce68d6b47b003b460e278d56cf6d1778192a0ce36276ebdb3a8a6f5e\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"current_instructors\":[{\"instructor_uid\":\"instructor_790616eb1b3311e29964b78a\",\"message\":null,\"name\":\"Carla Michini\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2371667\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-01-17 21:51:49 +0000 UTC\",\"review_id\":\"628c298e85dc7bb52f9fb019\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-12-24 17:07:55 +0000 UTC\",\"review_id\":\"f698d933e02f2d0b8272d03a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQwNDMxMDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-12-28 17:10:21 +0000 UTC\",\"review_id\":\"515f3f6cd3b642cfb7f700df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"}],\"text\":\"Carla Michini is praised for her clear explanations of difficult theoretical concepts and genuine care for students. Reviewers describe her as a solid lecturer who inspires enjoyment of the course material.\"},{\"citations\":[{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2020-12-07 18:22:31 +0000 UTC\",\"review_id\":\"ab03fd7f30ca76a0259657ff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTMzOTc0NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2025-12-25 01:55:31 +0000 UTC\",\"review_id\":\"82b9512174f10d4e5505018c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"}],\"text\":\"Some students find her lectures difficult to watch and consider the course extremely challenging. One reviewer notes that the in-depth proofs and high grading standards make the class hard for non-elite math majors.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.01 GPA, 45.6% A/AB (n=68 letter grades); Fall 2024: 3.00 GPA, 40.6% A/AB (n=64 letter grades); Fall 2025: 2.90 GPA, 36.5% A/AB (n=63 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2025-12-25 01:55:31 +0000 UTC\",\"review_id\":\"82b9512174f10d4e5505018c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"}],\"text\":\"Reviewers describe the workload as heavy, with time-consuming homework and brutal exams. The course requires deep knowledge of in-depth proofs, making it challenging for non-elite math majors.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2020-12-07 18:22:31 +0000 UTC\",\"review_id\":\"ab03fd7f30ca76a0259657ff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTMzOTc0NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-01-17 21:51:49 +0000 UTC\",\"review_id\":\"628c298e85dc7bb52f9fb019\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-12-24 17:07:55 +0000 UTC\",\"review_id\":\"f698d933e02f2d0b8272d03a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQwNDMxMDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-12-28 17:10:21 +0000 UTC\",\"review_id\":\"515f3f6cd3b642cfb7f700df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2025-12-25 01:55:31 +0000 UTC\",\"review_id\":\"82b9512174f10d4e5505018c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"}],\"text\":\"Carla Michini is praised for clear explanations and student support, though one reviewer found her lectures hard to watch. Experiences range from easy to extremely difficult depending on the student's background.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.01 GPA, 45.6% A/AB (n=68 letter grades); Fall 2024: 3.00 GPA, 40.6% A/AB (n=64 letter grades); Fall 2025: 2.90 GPA, 36.5% A/AB (n=63 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-01-17 21:51:49 +0000 UTC\",\"review_id\":\"628c298e85dc7bb52f9fb019\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2025-12-25 01:55:31 +0000 UTC\",\"review_id\":\"82b9512174f10d4e5505018c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"}],\"text\":\"Studying proofs continuously and getting a homework partner can make exams fair and manageable. However, the high grading thresholds and brutal exams are frustrating for some students.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CARLA MICHINI is recorded teaching in Fall 2018, Fall 2020, Fall 2021, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1d6ebe372d663a5a98da1edebc007c164a7112c568847f10f0e41eb0965b005b","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 320,340,341, or375) or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1d6ebe372d663a5a98da1edebc007c164a7112c568847f10f0e41eb0965b005b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, eigenvalues, and matrix operations.\"}],\"search_phrases\":[\"combinatorial optimization algorithms\",\"discrete structures optimization\",\"approximation algorithms graph theory\",\"shortest path spanning tree flow\",\"traveling salesman problem approximation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Solving discrete optimization problems like shortest paths, flows, and matchings.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Analyzing structural properties and applying exact and approximation algorithms.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMBINATORIAL OPTIMIZATION\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem. We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms.\"}],\"text\":\"Introduction to combinatorial optimization covering exact and approximation algorithms for discrete structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"}],\"text\":\"Shortest paths, spanning trees, flows, matchings, and the traveling salesman problem.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"field\":\"description\",\"quote\":\"investigate structural properties of these problems\"}],\"text\":\"Structural properties of optimization problems.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1d6ebe372d663a5a98da1edebc007c164a7112c568847f10f0e41eb0965b005b","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Overall a solid lecturer and exams are more than fair. Get a good homework partner for the assignments, study the proofs continuously throughout the semester and you will not have to spend much time at all studying for exams.  \",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-01-17 21:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"628c298e85dc7bb52f9fb019\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Prof Carla is one of my favorite professors in Mathematics(and Computer Sciences). Her ability to explain the difficult concepts in clear manner is inspiring. And she genuinely cares about the students. The course is theoretical but I enjoyed it a lot because of her clear teaching skills. And yes is super sweet too:))\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-28 17:10:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"515f3f6cd3b642cfb7f700df\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"628c298e85dc7bb52f9fb019\",\"515f3f6cd3b642cfb7f700df\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is praised for clear explanations of difficult concepts and solid lecturing skills.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"The best math professor I have had. The class was pretty easy.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-24 17:07:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f698d933e02f2d0b8272d03a\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDMxMDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Prof Carla is one of my favorite professors in Mathematics(and Computer Sciences). Her ability to explain the difficult concepts in clear manner is inspiring. And she genuinely cares about the students. The course is theoretical but I enjoyed it a lot because of her clear teaching skills. And yes is super sweet too:))\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-12-28 17:10:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"515f3f6cd3b642cfb7f700df\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"f698d933e02f2d0b8272d03a\",\"515f3f6cd3b642cfb7f700df\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Students describe the professor as caring, inspiring, and one of the best math professors.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof. Knows whats she's doing. Lectures are hard to watch.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2020-12-07 18:22:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab03fd7f30ca76a0259657ff\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzOTc0NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Hardest class I took this semester. Do not let the RMP ratings below fool you, if you are not an elite math major, you will not have a good time. Not a lot of proofs, but the proofs are insanely in-depth and you need to know every little detail. HWs take a LONG time to do, and the first exam is brutal. You also need a 95 or higher for an A.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2025-12-25 01:55:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82b9512174f10d4e5505018c\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"ab03fd7f30ca76a0259657ff\",\"82b9512174f10d4e5505018c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Workload perceptions vary; some find the class easy, while others report homework takes a long time and exams are brutal.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Overall a solid lecturer and exams are more than fair. Get a good homework partner for the assignments, study the proofs continuously throughout the semester and you will not have to spend much time at all studying for exams.  \",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2024-01-17 21:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"628c298e85dc7bb52f9fb019\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Hardest class I took this semester. Do not let the RMP ratings below fool you, if you are not an elite math major, you will not have a good time. Not a lot of proofs, but the proofs are insanely in-depth and you need to know every little detail. HWs take a LONG time to do, and the first exam is brutal. You also need a 95 or higher for an A.\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"date\":\"2025-12-25 01:55:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82b9512174f10d4e5505018c\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":2,\"review_ids\":[\"628c298e85dc7bb52f9fb019\",\"82b9512174f10d4e5505018c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as fair by some, but the first exam is noted as brutal with a requirement for 95% or higher for an A.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5aa742b184448a57a07564c5","course_id":"COMPSCI/ISYE/MATH 425","catalog_version_id":"77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe","record_version_id":"99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1d6ebe372d663a5a98da1edebc007c164a7112c568847f10f0e41eb0965b005b","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"5f0c6c9bce68d6b47b003b460e278d56cf6d1778192a0ce36276ebdb3a8a6f5e\",\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"current_instructors\":[{\"instructor_uid\":\"instructor_790616eb1b3311e29964b78a\",\"message\":null,\"name\":\"Carla Michini\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2371667\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-01-17 21:51:49 +0000 UTC\",\"review_id\":\"628c298e85dc7bb52f9fb019\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTM4ODk0Njg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-12-24 17:07:55 +0000 UTC\",\"review_id\":\"f698d933e02f2d0b8272d03a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQwNDMxMDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2024-12-28 17:10:21 +0000 UTC\",\"review_id\":\"515f3f6cd3b642cfb7f700df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQwNDUxMDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"}],\"text\":\"Carla Michini is praised for her clear explanations of difficult theoretical concepts and genuine care for students. Reviewers describe her as a solid lecturer who inspires enjoyment of the course material.\"},{\"citations\":[{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2020-12-07 18:22:31 +0000 UTC\",\"review_id\":\"ab03fd7f30ca76a0259657ff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTMzOTc0NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2025-12-25 01:55:31 +0000 UTC\",\"review_id\":\"82b9512174f10d4e5505018c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTQyMzk1MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"}],\"text\":\"Some students find her lectures difficult to watch and consider the course extremely challenging. One reviewer notes that the in-depth proofs and high grading standards make the class hard for non-elite math majors.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.01 GPA, 45.6% A/AB (n=68 letter grades); Fall 2024: 3.00 GPA, 40.6% A/AB (n=64 letter grades); Fall 2025: 2.90 GPA, 36.5% A/AB (n=63 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.01 GPA, 45.6% A/AB (n=68 letter grades); Fall 2024: 3.00 GPA, 40.6% A/AB (n=64 letter grades); Fall 2025: 2.90 GPA, 36.5% A/AB (n=63 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"source_record\":{\"entity_id\":\"71246124-5a8d-3ea5-bf13-69b9ca633e7c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CARLA MICHINI is recorded teaching in Fall 2018, Fall 2020, Fall 2021, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]