[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"67b6482064709d65f6d8f8637979d787ecfe84d41b0825692ab828a39ef6a01d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"d03f840535427196a3e91ce1ff7e8c7412a7827c850113c1587e0184816af71a","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n1\",\"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\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"67b6482064709d65f6d8f8637979d787ecfe84d41b0825692ab828a39ef6a01d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"d03f840535427196a3e91ce1ff7e8c7412a7827c850113c1587e0184816af71a","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"algebraic coding theory\",\"curve and lattice based cryptography\",\"watermarking\",\"computer vision face recognition\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Applied topics with emhasis on algebraic constructions and structures.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Algebraic constructions and structures\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Examples include: algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time); curve and lattice based cryptography; watermarking; computer vision (face recognition, multiview geometry).\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Algebraic coding theory, curve and lattice based cryptography, watermarking, and computer vision\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"title\",\"quote\":\"TOPICS IN APPLIED ALGEBRA\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Applied topics with emhasis on algebraic constructions and structures. Examples include: algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time); curve and lattice based cryptography; watermarking; computer vision (face recognition, multiview geometry).\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Topics in Applied Algebra covers algebraic constructions and structures, including coding theory, cryptography, watermarking, and computer vision.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time)\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Algebraic coding theory and code types\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"curve and lattice based cryptography; watermarking\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Curve and lattice based cryptography and watermarking\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"computer vision (face recognition, multiview geometry)\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Computer vision including face recognition and multiview geometry\"}]}","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"67b6482064709d65f6d8f8637979d787ecfe84d41b0825692ab828a39ef6a01d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"d03f840535427196a3e91ce1ff7e8c7412a7827c850113c1587e0184816af71a","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"67b6482064709d65f6d8f8637979d787ecfe84d41b0825692ab828a39ef6a01d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"d03f840535427196a3e91ce1ff7e8c7412a7827c850113c1587e0184816af71a","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ade4b59cae76b1ae903551f5129cb44a6aab667d8cc977bd94347c761aa4fd8c\",\"course_id\":\"ECE/MATH 842\",\"current_instructors\":[{\"instructor_uid\":\"instructor_15048860d250b5e199b5ce77\",\"message\":\"No course-specific reviews available\",\"name\":\"Shamgar Gurevitch\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ECE/MATH 842\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e9dfca38-c7e4-32f2-8ede-7449e4c782b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE/MATH 842\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e9dfca38-c7e4-32f2-8ede-7449e4c782b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ECE/MATH 842\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e9dfca38-c7e4-32f2-8ede-7449e4c782b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.57 GPA, 66.7% A/AB (n=15 letter grades); Fall 2022: 4.00 GPA, 100.0% A/AB (n=16 letter grades); Spring 2024: 3.96 GPA, 100.0% A/AB (n=13 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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d5824a2bc4a510a43f067411ffecf5e2d09352e1ede44978932b4c094673efa6","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n2\",\"kind\":\"any\"}],\"notes\":[],\"root\":\"n2\",\"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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d5824a2bc4a510a43f067411ffecf5e2d09352e1ede44978932b4c094673efa6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"algebraic coding theory\",\"lattice based cryptography\",\"applied algebra graduate course\",\"algebraic-geometric codes\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Examples include: algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time); curve and lattice based cryptography; watermarking; computer vision (face recognition, multiview geometry)\"}],\"text\":\"Application of algebraic structures to coding theory, cryptography, and computer vision\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"title\",\"quote\":\"TOPICS IN APPLIED ALGEBRA\"},{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Applied topics with emhasis on algebraic constructions and structures\"}],\"text\":\"ECE/MATH 842 covers applied algebraic constructions with emphasis on coding theory, cryptography, and computer vision applications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time)\"}],\"text\":\"Algebraic coding theory and various code types\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"curve and lattice based cryptography\"}],\"text\":\"Curve and lattice based cryptography\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"watermarking; computer vision (face recognition, multiview geometry)\"}],\"text\":\"Watermarking and computer vision applications\"}]}","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d5824a2bc4a510a43f067411ffecf5e2d09352e1ede44978932b4c094673efa6","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c024b5fccb735a05d26c03df65c5f724e1ff6e2de07a235038f3b6e9b1c3fb81","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n2\",\"kind\":\"any\"}],\"notes\":[],\"root\":\"n2\",\"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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c024b5fccb735a05d26c03df65c5f724e1ff6e2de07a235038f3b6e9b1c3fb81","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"algebraic coding theory\",\"lattice based cryptography\",\"applied algebra graduate course\",\"algebraic-geometric codes\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Examples include: algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time); curve and lattice based cryptography; watermarking; computer vision (face recognition, multiview geometry)\"}],\"text\":\"Application of algebraic structures to coding theory, cryptography, and computer vision\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"title\",\"quote\":\"TOPICS IN APPLIED ALGEBRA\"},{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Applied topics with emhasis on algebraic constructions and structures\"}],\"text\":\"ECE/MATH 842 covers applied algebraic constructions with emphasis on coding theory, cryptography, and computer vision applications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time)\"}],\"text\":\"Algebraic coding theory and various code types\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"curve and lattice based cryptography\"}],\"text\":\"Curve and lattice based cryptography\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"watermarking; computer vision (face recognition, multiview geometry)\"}],\"text\":\"Watermarking and computer vision applications\"}]}","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c024b5fccb735a05d26c03df65c5f724e1ff6e2de07a235038f3b6e9b1c3fb81","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"67b6482064709d65f6d8f8637979d787ecfe84d41b0825692ab828a39ef6a01d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"29e0caf9b6f4dce2cbe046c419d2371fb993052bdf65feb0653e551897fd85f4","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n1\",\"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\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"67b6482064709d65f6d8f8637979d787ecfe84d41b0825692ab828a39ef6a01d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"29e0caf9b6f4dce2cbe046c419d2371fb993052bdf65feb0653e551897fd85f4","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"algebraic coding theory\",\"curve and lattice based cryptography\",\"watermarking\",\"computer vision face recognition\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Applied topics with emhasis on algebraic constructions and structures.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Algebraic constructions and structures\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Examples include: algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time); curve and lattice based cryptography; watermarking; computer vision (face recognition, multiview geometry).\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Algebraic coding theory, curve and lattice based cryptography, watermarking, and computer vision\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"title\",\"quote\":\"TOPICS IN APPLIED ALGEBRA\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Applied topics with emhasis on algebraic constructions and structures. Examples include: algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time); curve and lattice based cryptography; watermarking; computer vision (face recognition, multiview geometry).\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Topics in Applied Algebra covers algebraic constructions and structures, including coding theory, cryptography, watermarking, and computer vision.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time)\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Algebraic coding theory and code types\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"curve and lattice based cryptography; watermarking\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Curve and lattice based cryptography and watermarking\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"computer vision (face recognition, multiview geometry)\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Computer vision including face recognition and multiview geometry\"}]}","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"67b6482064709d65f6d8f8637979d787ecfe84d41b0825692ab828a39ef6a01d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"29e0caf9b6f4dce2cbe046c419d2371fb993052bdf65feb0653e551897fd85f4","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87fdfde70d221d6f338b744b1d7061f3fa930ef1ebf09f657c5851ea853dda2d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n2\",\"kind\":\"any\"}],\"notes\":[],\"root\":\"n2\",\"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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87fdfde70d221d6f338b744b1d7061f3fa930ef1ebf09f657c5851ea853dda2d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"algebraic coding theory\",\"lattice based cryptography\",\"applied algebra graduate course\",\"algebraic-geometric codes\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Examples include: algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time); curve and lattice based cryptography; watermarking; computer vision (face recognition, multiview geometry)\"}],\"text\":\"Application of algebraic structures to coding theory, cryptography, and computer vision\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"title\",\"quote\":\"TOPICS IN APPLIED ALGEBRA\"},{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"Applied topics with emhasis on algebraic constructions and structures\"}],\"text\":\"ECE/MATH 842 covers applied algebraic constructions with emphasis on coding theory, cryptography, and computer vision applications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"algebraic coding theory; codes (algebraic-geometric, convolutional, low-density-parity-check, space-time)\"}],\"text\":\"Algebraic coding theory and various code types\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"curve and lattice based cryptography\"}],\"text\":\"Curve and lattice based cryptography\"},{\"evidence\":[{\"course_id\":\"ECE/MATH 842\",\"field\":\"description\",\"quote\":\"watermarking; computer vision (face recognition, multiview geometry)\"}],\"text\":\"Watermarking and computer vision applications\"}]}","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87fdfde70d221d6f338b744b1d7061f3fa930ef1ebf09f657c5851ea853dda2d","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_98114b4dc94f1e21347a65d9","course_id":"ECE/MATH 842","catalog_version_id":"47a7fe40d845b9167983c76372737a2683f591bff15d9eaee83e39f08e58ffae","record_version_id":"16173f362cdd902ae928fadaea1ba5b048d36b4dabdb9ab5d5cb069d6a6d1872","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87fdfde70d221d6f338b744b1d7061f3fa930ef1ebf09f657c5851ea853dda2d","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"477a920007932b6f749925d5e5fd28ea584b25fa02a154a1d620a7df67a8e23f\",\"course_id\":\"ECE/MATH 842\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ECE/MATH 842\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e9dfca38-c7e4-32f2-8ede-7449e4c782b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE/MATH 842\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e9dfca38-c7e4-32f2-8ede-7449e4c782b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ECE/MATH 842\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e9dfca38-c7e4-32f2-8ede-7449e4c782b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.57 GPA, 66.7% A/AB (n=15 letter grades); Fall 2022: 4.00 GPA, 100.0% A/AB (n=16 letter grades); Spring 2024: 3.96 GPA, 100.0% A/AB (n=13 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"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}]