[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"d5252c66234ea39f9b2df04cfca228fbe15d20e251af9bb623c1d25ab33b0991","record_version_id":"0bb0a0f935f978fbab39486fbfa7204fdc15f826acdb214a1027ac5466d131c5","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"bca9467bc7b3d262f154e6e8609cd5fb95b0dd4f6c651fe4bda9185f8c2c131c","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment), or declared in Capstone Certificate in Polymer Processing Manufacturing\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"c636\",\"g2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"c640\",\"c421\"],\"condition\":null,\"course\":null,\"evidence\":\"(E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"g2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":636,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 636\",\"id\":\"c636\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E P D 640\",\"id\":\"c640\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":421,\"minimum_grade\":null,\"subjects\":[\"CHEM\",\"MS&E\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CHEM/M S & E 421\",\"id\":\"c421\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Polymer Processing Manufacturing\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Polymer Processing Manufacturing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[\"Assumed 'concurrent enrollment' applies to both EPD 640 and CHEM/MS&E 421 based on placement within the parenthesis.\"],\"root\":\"root\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"d5252c66234ea39f9b2df04cfca228fbe15d20e251af9bb623c1d25ab33b0991","record_version_id":"0bb0a0f935f978fbab39486fbfa7204fdc15f826acdb214a1027ac5466d131c5","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"bca9467bc7b3d262f154e6e8609cd5fb95b0dd4f6c651fe4bda9185f8c2c131c","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze the connection between properties of the product (e.g. strength, stiffness, degree of crystallinity, degree of molecular orientation) and processing conditions (e.g. stress generated during flow, heat transfer conditions).\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"polymer processing principles\",\"polymer physics and rheology\",\"viscoelasticity in polymers\",\"polymer waste recycling\",\"3-d printing polymer reprocessing\",\"transport phenomena in polymer processing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Focus on understanding how design of process is used to achieve desired structure and properties.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Designing processes to achieve desired polymer structure and properties\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Apply the concepts of transport phenomena (i.e. fluid, heat, and mass transfer) to the design of polymer processing operations and add topics typically not covered in undergraduate courses (e.g. non-Newtonian fluid mechanics, radiation heating, self-diffusion).\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Applying transport phenomena to polymer processing design\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the connection between polymer molecular structure and polymer flow by using basic concepts in polymer rheology.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Connecting molecular structure to flow via polymer rheology\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Theorize as to requirements for the design of recycling schemes for polymers.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Theorizing requirements for polymer recycling scheme design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO POLYMERS PROCESSING\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"},{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Introduction to the principles of polymer processing. Review of the basic techniques primarily in use by industry as well as foundational principles of polymer physics, viscoelasticity and rheology. Focus on understanding how design of process is used to achieve desired structure and properties. Includes introduction to topics such as 3-d printing and recycling of polymer waste in the context of reprocessing such materials.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Introductory course on polymer processing principles, covering industrial techniques, polymer physics, viscoelasticity, rheology, and applications like 3-D printing and waste recycling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"foundational principles of polymer physics, viscoelasticity and rheology\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Polymer physics, viscoelasticity, and rheology\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"basic techniques primarily in use by industry\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Industrial polymer processing techniques\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"design of process is used to achieve desired structure and properties\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Process design for material structure and properties\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"introduction to topics such as 3-d printing and recycling of polymer waste in the context of reprocessing such materials\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"3-D printing and polymer waste recycling\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"d5252c66234ea39f9b2df04cfca228fbe15d20e251af9bb623c1d25ab33b0991","record_version_id":"0bb0a0f935f978fbab39486fbfa7204fdc15f826acdb214a1027ac5466d131c5","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"bca9467bc7b3d262f154e6e8609cd5fb95b0dd4f6c651fe4bda9185f8c2c131c","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"d5252c66234ea39f9b2df04cfca228fbe15d20e251af9bb623c1d25ab33b0991","record_version_id":"0bb0a0f935f978fbab39486fbfa7204fdc15f826acdb214a1027ac5466d131c5","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"bca9467bc7b3d262f154e6e8609cd5fb95b0dd4f6c651fe4bda9185f8c2c131c","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"48c0d209bdbabc21b59fd843ebdede4aa1693b7f5c7f0fe81f100cc91ddd889c\",\"course_id\":\"EPD 650\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 650\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"EPD 650\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 650\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.62 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 3.34 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.10 GPA, 50.0% A/AB (n=10 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"fd71f1e0e3c43d37ddefa711d194dc537f515347bc8ad48c9a4b4cb8f43d0810","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment), or declared in Capstone Certificate in Polymer Processing Manufacturing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":636,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 636\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"(E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E P D 640\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":421,\"minimum_grade\":null,\"subjects\":[\"CHEM\",\"MS&E\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CHEM/M S & E 421\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E P D 640\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":421,\"minimum_grade\":null,\"subjects\":[\"CHEM\",\"MS&E\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CHEM/M S & E 421\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"Duplicate nodes n7/n8 created for clarity of the 'or' branch within the 'or concurrent enrollment' clause; logically equivalent to n5/n6.\"],\"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_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"fd71f1e0e3c43d37ddefa711d194dc537f515347bc8ad48c9a4b4cb8f43d0810","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 636\",\"field\":\"description\",\"quote\":\"Concepts of polymer physical properties are introduced; including molecular weight, chain conformation, solution thermodynamics, the glass transition, crystallinity, basic rheology and viscoelasticity.\"},{\"course_id\":\"EPD 636\",\"field\":\"description\",\"quote\":\"Knowledge of introductory general chemistry and thermodynamics [such asCHEM 104] required.\"}],\"text\":\"Foundational polymer physics and chemistry\"},{\"evidence\":[{\"course_id\":\"EPD 640\",\"field\":\"description\",\"quote\":\"Concepts of continuum mechanics are introduced, specifically the fluid dynamics of non-Newtonian and linear viscoelastic fluids.\"},{\"course_id\":\"EPD 640\",\"field\":\"description\",\"quote\":\"Knowledge of linear differential equations [such asMATH 319or320] and fluid mechanics [such asM E 363] or momentum transfer [such asCBE 320] required.\"}],\"text\":\"Continuum mechanics, fluid dynamics, and differential equations\"},{\"evidence\":[{\"course_id\":\"CHEM/MS&E 421\",\"field\":\"description\",\"quote\":\"Polymer chemistry and physics terminologies, structure-property relationship, polymer characterization, polymer synthesis\"}],\"text\":\"Polymer chemistry, structure-property relationships, and synthesis\"}],\"search_phrases\":[\"polymer processing principles\",\"viscoelasticity rheology\",\"polymer physics\",\"3-d printing polymer waste\",\"polymer processing manufacturing capstone\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Focus on understanding how design of process is used to achieve desired structure and properties.\"}],\"text\":\"Process design for structure and property control\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Review of the basic techniques primarily in use by industry\"}],\"text\":\"Industrial polymer processing techniques\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Includes introduction to topics such as 3-d printing and recycling of polymer waste\"}],\"text\":\"3D printing and polymer waste recycling\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO POLYMERS PROCESSING\"},{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Introduction to the principles of polymer processing. Review of the basic techniques primarily in use by industry as well as foundational principles of polymer physics, viscoelasticity and rheology.\"}],\"text\":\"Introduction to polymer processing principles, industrial techniques, and the link between process design, structure, and properties.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"foundational principles of polymer physics, viscoelasticity and rheology\"}],\"text\":\"Polymer physics, viscoelasticity, and rheology\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"3-d printing and recycling of polymer waste in the context of reprocessing such materials\"}],\"text\":\"3D printing and polymer waste recycling\"}]}","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_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"fd71f1e0e3c43d37ddefa711d194dc537f515347bc8ad48c9a4b4cb8f43d0810","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_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"217d14b8b5a1c9907cc3179951c9e9da48d974c3417ac1d5ad9e73c4ea31e601","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment), or declared in Capstone Certificate in Polymer Processing Manufacturing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":636,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 636\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"(E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E P D 640\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":421,\"minimum_grade\":null,\"subjects\":[\"CHEM\",\"MS&E\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CHEM/M S & E 421\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E P D 640\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":421,\"minimum_grade\":null,\"subjects\":[\"CHEM\",\"MS&E\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CHEM/M S & E 421\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"Duplicate nodes n7/n8 created for clarity of the 'or' branch within the 'or concurrent enrollment' clause; logically equivalent to n5/n6.\"],\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"217d14b8b5a1c9907cc3179951c9e9da48d974c3417ac1d5ad9e73c4ea31e601","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 636\",\"field\":\"description\",\"quote\":\"Concepts of polymer physical properties are introduced; including molecular weight, chain conformation, solution thermodynamics, the glass transition, crystallinity, basic rheology and viscoelasticity.\"},{\"course_id\":\"EPD 636\",\"field\":\"description\",\"quote\":\"Knowledge of introductory general chemistry and thermodynamics [such asCHEM 104] required.\"}],\"text\":\"Foundational polymer physics and chemistry\"},{\"evidence\":[{\"course_id\":\"EPD 640\",\"field\":\"description\",\"quote\":\"Concepts of continuum mechanics are introduced, specifically the fluid dynamics of non-Newtonian and linear viscoelastic fluids.\"},{\"course_id\":\"EPD 640\",\"field\":\"description\",\"quote\":\"Knowledge of linear differential equations [such asMATH 319or320] and fluid mechanics [such asM E 363] or momentum transfer [such asCBE 320] required.\"}],\"text\":\"Continuum mechanics, fluid dynamics, and differential equations\"},{\"evidence\":[{\"course_id\":\"CHEM/MS&E 421\",\"field\":\"description\",\"quote\":\"Polymer chemistry and physics terminologies, structure-property relationship, polymer characterization, polymer synthesis\"}],\"text\":\"Polymer chemistry, structure-property relationships, and synthesis\"}],\"search_phrases\":[\"polymer processing principles\",\"viscoelasticity rheology\",\"polymer physics\",\"3-d printing polymer waste\",\"polymer processing manufacturing capstone\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Focus on understanding how design of process is used to achieve desired structure and properties.\"}],\"text\":\"Process design for structure and property control\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Review of the basic techniques primarily in use by industry\"}],\"text\":\"Industrial polymer processing techniques\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Includes introduction to topics such as 3-d printing and recycling of polymer waste\"}],\"text\":\"3D printing and polymer waste recycling\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO POLYMERS PROCESSING\"},{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Introduction to the principles of polymer processing. Review of the basic techniques primarily in use by industry as well as foundational principles of polymer physics, viscoelasticity and rheology.\"}],\"text\":\"Introduction to polymer processing principles, industrial techniques, and the link between process design, structure, and properties.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"foundational principles of polymer physics, viscoelasticity and rheology\"}],\"text\":\"Polymer physics, viscoelasticity, and rheology\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"3-d printing and recycling of polymer waste in the context of reprocessing such materials\"}],\"text\":\"3D printing and polymer waste recycling\"}]}","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_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"217d14b8b5a1c9907cc3179951c9e9da48d974c3417ac1d5ad9e73c4ea31e601","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":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"d5252c66234ea39f9b2df04cfca228fbe15d20e251af9bb623c1d25ab33b0991","record_version_id":"0bb0a0f935f978fbab39486fbfa7204fdc15f826acdb214a1027ac5466d131c5","job_id":"enrich-6556a505c10f448d98d02466","output_id":"88b8d608389e9b1760753f5a829fb39c51639f6d0420238b2fd1de9625132b1c","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment), or declared in Capstone Certificate in Polymer Processing Manufacturing\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"c636\",\"g2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"c640\",\"c421\"],\"condition\":null,\"course\":null,\"evidence\":\"(E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"g2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":636,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 636\",\"id\":\"c636\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E P D 640\",\"id\":\"c640\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":421,\"minimum_grade\":null,\"subjects\":[\"CHEM\",\"MS&E\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CHEM/M S & E 421\",\"id\":\"c421\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Polymer Processing Manufacturing\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Polymer Processing Manufacturing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[\"Assumed 'concurrent enrollment' applies to both EPD 640 and CHEM/MS&E 421 based on placement within the parenthesis.\"],\"root\":\"root\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"d5252c66234ea39f9b2df04cfca228fbe15d20e251af9bb623c1d25ab33b0991","record_version_id":"0bb0a0f935f978fbab39486fbfa7204fdc15f826acdb214a1027ac5466d131c5","job_id":"enrich-6556a505c10f448d98d02466","output_id":"88b8d608389e9b1760753f5a829fb39c51639f6d0420238b2fd1de9625132b1c","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze the connection between properties of the product (e.g. strength, stiffness, degree of crystallinity, degree of molecular orientation) and processing conditions (e.g. stress generated during flow, heat transfer conditions).\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"polymer processing principles\",\"polymer physics and rheology\",\"viscoelasticity in polymers\",\"polymer waste recycling\",\"3-d printing polymer reprocessing\",\"transport phenomena in polymer processing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Focus on understanding how design of process is used to achieve desired structure and properties.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Designing processes to achieve desired polymer structure and properties\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Apply the concepts of transport phenomena (i.e. fluid, heat, and mass transfer) to the design of polymer processing operations and add topics typically not covered in undergraduate courses (e.g. non-Newtonian fluid mechanics, radiation heating, self-diffusion).\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Applying transport phenomena to polymer processing design\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the connection between polymer molecular structure and polymer flow by using basic concepts in polymer rheology.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Connecting molecular structure to flow via polymer rheology\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Theorize as to requirements for the design of recycling schemes for polymers.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Theorizing requirements for polymer recycling scheme design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO POLYMERS PROCESSING\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"},{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Introduction to the principles of polymer processing. Review of the basic techniques primarily in use by industry as well as foundational principles of polymer physics, viscoelasticity and rheology. Focus on understanding how design of process is used to achieve desired structure and properties. Includes introduction to topics such as 3-d printing and recycling of polymer waste in the context of reprocessing such materials.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Introductory course on polymer processing principles, covering industrial techniques, polymer physics, viscoelasticity, rheology, and applications like 3-D printing and waste recycling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"foundational principles of polymer physics, viscoelasticity and rheology\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Polymer physics, viscoelasticity, and rheology\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"basic techniques primarily in use by industry\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Industrial polymer processing techniques\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"design of process is used to achieve desired structure and properties\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Process design for material structure and properties\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"introduction to topics such as 3-d printing and recycling of polymer waste in the context of reprocessing such materials\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"3-D printing and polymer waste recycling\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"d5252c66234ea39f9b2df04cfca228fbe15d20e251af9bb623c1d25ab33b0991","record_version_id":"0bb0a0f935f978fbab39486fbfa7204fdc15f826acdb214a1027ac5466d131c5","job_id":"enrich-6556a505c10f448d98d02466","output_id":"88b8d608389e9b1760753f5a829fb39c51639f6d0420238b2fd1de9625132b1c","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"33c4913f4050918d8c82480126a471a046ce752f8ba9337eb79069b942097ff7","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment), or declared in Capstone Certificate in Polymer Processing Manufacturing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":636,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 636\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"(E P D 640orCHEM/M S & E 421, or concurrent enrollment)\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E P D 640\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":421,\"minimum_grade\":null,\"subjects\":[\"CHEM\",\"MS&E\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CHEM/M S & E 421\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E P D 640\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":421,\"minimum_grade\":null,\"subjects\":[\"CHEM\",\"MS&E\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CHEM/M S & E 421\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"Duplicate nodes n7/n8 created for clarity of the 'or' branch within the 'or concurrent enrollment' clause; logically equivalent to n5/n6.\"],\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"33c4913f4050918d8c82480126a471a046ce752f8ba9337eb79069b942097ff7","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 636\",\"field\":\"description\",\"quote\":\"Concepts of polymer physical properties are introduced; including molecular weight, chain conformation, solution thermodynamics, the glass transition, crystallinity, basic rheology and viscoelasticity.\"},{\"course_id\":\"EPD 636\",\"field\":\"description\",\"quote\":\"Knowledge of introductory general chemistry and thermodynamics [such asCHEM 104] required.\"}],\"text\":\"Foundational polymer physics and chemistry\"},{\"evidence\":[{\"course_id\":\"EPD 640\",\"field\":\"description\",\"quote\":\"Concepts of continuum mechanics are introduced, specifically the fluid dynamics of non-Newtonian and linear viscoelastic fluids.\"},{\"course_id\":\"EPD 640\",\"field\":\"description\",\"quote\":\"Knowledge of linear differential equations [such asMATH 319or320] and fluid mechanics [such asM E 363] or momentum transfer [such asCBE 320] required.\"}],\"text\":\"Continuum mechanics, fluid dynamics, and differential equations\"},{\"evidence\":[{\"course_id\":\"CHEM/MS&E 421\",\"field\":\"description\",\"quote\":\"Polymer chemistry and physics terminologies, structure-property relationship, polymer characterization, polymer synthesis\"}],\"text\":\"Polymer chemistry, structure-property relationships, and synthesis\"}],\"search_phrases\":[\"polymer processing principles\",\"viscoelasticity rheology\",\"polymer physics\",\"3-d printing polymer waste\",\"polymer processing manufacturing capstone\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Focus on understanding how design of process is used to achieve desired structure and properties.\"}],\"text\":\"Process design for structure and property control\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Review of the basic techniques primarily in use by industry\"}],\"text\":\"Industrial polymer processing techniques\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Includes introduction to topics such as 3-d printing and recycling of polymer waste\"}],\"text\":\"3D printing and polymer waste recycling\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO POLYMERS PROCESSING\"},{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"Introduction to the principles of polymer processing. Review of the basic techniques primarily in use by industry as well as foundational principles of polymer physics, viscoelasticity and rheology.\"}],\"text\":\"Introduction to polymer processing principles, industrial techniques, and the link between process design, structure, and properties.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"foundational principles of polymer physics, viscoelasticity and rheology\"}],\"text\":\"Polymer physics, viscoelasticity, and rheology\"},{\"evidence\":[{\"course_id\":\"EPD 650\",\"field\":\"description\",\"quote\":\"3-d printing and recycling of polymer waste in the context of reprocessing such materials\"}],\"text\":\"3D printing and polymer waste recycling\"}]}","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_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"33c4913f4050918d8c82480126a471a046ce752f8ba9337eb79069b942097ff7","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_814f0a75bf8912271cf0fce4","course_id":"EPD 650","catalog_version_id":"edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c","record_version_id":"d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"33c4913f4050918d8c82480126a471a046ce752f8ba9337eb79069b942097ff7","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b83287a28e47f3de6d1ad99a23c320389cfc4e6b0a786ab4a9ec43b15ae4bda4\",\"course_id\":\"EPD 650\",\"current_instructors\":[{\"instructor_uid\":\"instructor_2b2660b28793d6ba8f0e8c1c\",\"message\":\"No course-specific reviews available\",\"name\":\"Bart Hallmark\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.34 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.10 GPA, 50.0% A/AB (n=10 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_d784c7d0ae2c8ba384e523a8\",\"message\":\"No course-specific reviews available\",\"name\":\"Marios Avgousti\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.34 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.10 GPA, 50.0% A/AB (n=10 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.62 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 3.34 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.10 GPA, 50.0% A/AB (n=10 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"BART HALLMARK is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 650\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"source_record\":{\"entity_id\":\"973fccc3-13c6-3ae2-ba46-1fcf9ff2553c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MARIOS AVGOUSTI is recorded teaching in 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":false}]