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332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"SARAH BOTHAM is recorded teaching in Spring 2011, Spring 2012, Spring 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, 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\": \"history\", \"instructor_uid\": null, \"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_3cd6c4d5b1f2384abc674412","course_id":"LSC 332","catalog_version_id":"809becf777b3490f285ffd234ed4616e397cfe03f5fd61698de099b9a88b9767","record_version_id":"b677fd189ba82c1a2e4317baec4a59b92079c995e8963c2e95c8d94c6da7f2ff","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"4f97c22c68d170c6a1b1686302b0908059776bc7688082be63a23a2fbf0bea85","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_3cd6c4d5b1f2384abc674412","course_id":"LSC 332","catalog_version_id":"809becf777b3490f285ffd234ed4616e397cfe03f5fd61698de099b9a88b9767","record_version_id":"b677fd189ba82c1a2e4317baec4a59b92079c995e8963c2e95c8d94c6da7f2ff","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"4f97c22c68d170c6a1b1686302b0908059776bc7688082be63a23a2fbf0bea85","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"digital design software\",\"visual communication\",\"print publications\",\"LSC 332 design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"Principles and techniques of effective visual communication\"}],\"text\":\"Effective visual communication\"},{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"industry-standard digital design software\"}],\"text\":\"Use of industry-standard digital design software\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"title\",\"quote\":\"DIGITAL AND PRINT MEDIA DESIGN\"},{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"Principles and techniques of effective visual communication with industry-standard digital design software for use in digital and print publications.\"}],\"text\":\"LSC 332 teaches principles of visual communication and digital design software for digital and print publications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"digital and print publications\"}],\"text\":\"Digital and print publications\"},{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"visual communication\"}],\"text\":\"Visual communication\"}]}","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_3cd6c4d5b1f2384abc674412","course_id":"LSC 332","catalog_version_id":"809becf777b3490f285ffd234ed4616e397cfe03f5fd61698de099b9a88b9767","record_version_id":"b677fd189ba82c1a2e4317baec4a59b92079c995e8963c2e95c8d94c6da7f2ff","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"4f97c22c68d170c6a1b1686302b0908059776bc7688082be63a23a2fbf0bea85","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Brianna is a strict grader, but she's very sweet and always willing to give her feedback on designs. There's also a bit of scaffolding in the form of videos and reflections outside of the main three projects you do in this class.\",\"course_id\":\"LSC 332\",\"date\":\"2026-04-30 22:13:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e871e3bdb5a43c4ba5bab7f6\",\"instructor_id\":\"rmp:3143719\",\"instructor_name\":\"brianna van matre\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\"}],\"evidence_count\":1,\"review_ids\":[\"e871e3bdb5a43c4ba5bab7f6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3143719\",\"name\":\"brianna van matre\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2026\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is sweet and provides helpful feedback on designs.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Brianna is a strict grader, but she's very sweet and always willing to give her feedback on designs. 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Reviewers noted she was a strict grader but sweet and willing to provide feedback on designs.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"brianna van matre\",\"review_date\":\"2026-04-30 22:13:42 +0000 UTC\",\"review_id\":\"e871e3bdb5a43c4ba5bab7f6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3143719\",\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\",\"type\":\"review\"}],\"text\":\"Historical reviews for Brianna Van Matre describe a sweet instructor who provides design feedback and scaffolding via videos and reflections alongside three main projects.\"},{\"citations\":[{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 100.0% A/AB (n=26 letter grades); Fall 2025: 3.83 GPA, 92.7% A/AB (n=41 letter grades); Spring 2026: 3.71 GPA, 89.3% A/AB (n=28 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"brianna van matre\",\"review_date\":\"2026-04-30 22:13:42 +0000 UTC\",\"review_id\":\"e871e3bdb5a43c4ba5bab7f6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3143719\",\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\",\"type\":\"review\"}],\"text\":\"Historical reviews of brianna van matre: Students appreciate the supportive feedback on designs and the structured scaffolding provided through supplementary materials.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"BRIANNA VAN MATRE is recorded teaching in Spring 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"LSC 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332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"SARAH BOTHAM is recorded teaching in Spring 2011, Spring 2012, Spring 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, 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_3cd6c4d5b1f2384abc674412","course_id":"LSC 332","catalog_version_id":"809becf777b3490f285ffd234ed4616e397cfe03f5fd61698de099b9a88b9767","record_version_id":"b677fd189ba82c1a2e4317baec4a59b92079c995e8963c2e95c8d94c6da7f2ff","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"de26e69674d74202e5d63b304871da1950a36ac399e5db53b62bb1848990f0b7","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_3cd6c4d5b1f2384abc674412","course_id":"LSC 332","catalog_version_id":"809becf777b3490f285ffd234ed4616e397cfe03f5fd61698de099b9a88b9767","record_version_id":"b677fd189ba82c1a2e4317baec4a59b92079c995e8963c2e95c8d94c6da7f2ff","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"de26e69674d74202e5d63b304871da1950a36ac399e5db53b62bb1848990f0b7","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"digital design software\",\"visual communication\",\"print publications\",\"LSC 332 design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"Principles and techniques of effective visual communication\"}],\"text\":\"Effective visual communication\"},{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"industry-standard digital design software\"}],\"text\":\"Use of industry-standard digital design software\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"title\",\"quote\":\"DIGITAL AND PRINT MEDIA DESIGN\"},{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"Principles and techniques of effective visual communication with industry-standard digital design software for use in digital and print publications.\"}],\"text\":\"LSC 332 teaches principles of visual communication and digital design software for digital and print publications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"digital and print publications\"}],\"text\":\"Digital and print publications\"},{\"evidence\":[{\"course_id\":\"LSC 332\",\"field\":\"description\",\"quote\":\"visual communication\"}],\"text\":\"Visual communication\"}]}","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_3cd6c4d5b1f2384abc674412","course_id":"LSC 332","catalog_version_id":"809becf777b3490f285ffd234ed4616e397cfe03f5fd61698de099b9a88b9767","record_version_id":"b677fd189ba82c1a2e4317baec4a59b92079c995e8963c2e95c8d94c6da7f2ff","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"de26e69674d74202e5d63b304871da1950a36ac399e5db53b62bb1848990f0b7","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Brianna is a strict grader, but she's very sweet and always willing to give her feedback on designs. There's also a bit of scaffolding in the form of videos and reflections outside of the main three projects you do in this class.\",\"course_id\":\"LSC 332\",\"date\":\"2026-04-30 22:13:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e871e3bdb5a43c4ba5bab7f6\",\"instructor_id\":\"rmp:3143719\",\"instructor_name\":\"brianna van matre\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\"}],\"evidence_count\":1,\"review_ids\":[\"e871e3bdb5a43c4ba5bab7f6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3143719\",\"name\":\"brianna van matre\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2026\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is sweet and provides helpful feedback on designs.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Brianna is a strict grader, but she's very sweet and always willing to give her feedback on designs. There's also a bit of scaffolding in the form of videos and reflections outside of the main three projects you do in this class.\",\"course_id\":\"LSC 332\",\"date\":\"2026-04-30 22:13:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e871e3bdb5a43c4ba5bab7f6\",\"instructor_id\":\"rmp:3143719\",\"instructor_name\":\"brianna van matre\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\"}],\"evidence_count\":1,\"review_ids\":[\"e871e3bdb5a43c4ba5bab7f6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3143719\",\"name\":\"brianna van matre\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2026\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is strict, but there is scaffolding via videos and reflections.\"}]}","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_3cd6c4d5b1f2384abc674412","course_id":"LSC 332","catalog_version_id":"809becf777b3490f285ffd234ed4616e397cfe03f5fd61698de099b9a88b9767","record_version_id":"b677fd189ba82c1a2e4317baec4a59b92079c995e8963c2e95c8d94c6da7f2ff","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"de26e69674d74202e5d63b304871da1950a36ac399e5db53b62bb1848990f0b7","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ce90ef289efa80633ac9a87d273279bef56fb66b4a43a05e5c2baf835c6a77f2\",\"course_id\":\"LSC 332\",\"current_instructors\":[{\"instructor_uid\":\"instructor_fb56d1e3342bbd60946fbfc8\",\"message\":\"No course-specific reviews available\",\"name\":\"Sarah Botham\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.80 GPA, 92.0% A/AB (n=25 letter grades); Fall 2024: 3.90 GPA, 100.0% A/AB (n=21 letter grades); Fall 2025: 3.95 GPA, 100.0% A/AB (n=21 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"brianna van matre\",\"review_date\":\"2026-04-30 22:13:42 +0000 UTC\",\"review_id\":\"e871e3bdb5a43c4ba5bab7f6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3143719\",\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\",\"type\":\"review\"}],\"text\":\"Historical reviews of brianna van matre: The course involves three main projects supplemented by external videos and reflections, with strict grading noted by the reviewer.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"brianna van matre\",\"review_date\":\"2026-04-30 22:13:42 +0000 UTC\",\"review_id\":\"e871e3bdb5a43c4ba5bab7f6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3143719\",\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\",\"type\":\"review\"}],\"text\":\"No reviews are available for current instructor Sarah Botham. Historical feedback for Brianna Van Matre describes her as a strict grader who is sweet and provides design feedback, with course scaffolding via videos and reflections.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"brianna van matre\",\"review_date\":\"2026-04-30 22:13:42 +0000 UTC\",\"review_id\":\"e871e3bdb5a43c4ba5bab7f6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3143719\",\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\",\"type\":\"review\"}],\"text\":\"Historical reviews for Brianna Van Matre describe a sweet instructor who provides design feedback and scaffolding via videos and reflections alongside three main projects.\"},{\"citations\":[{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 100.0% A/AB (n=26 letter grades); Fall 2025: 3.83 GPA, 92.7% A/AB (n=41 letter grades); Spring 2026: 3.71 GPA, 89.3% A/AB (n=28 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"brianna van matre\",\"review_date\":\"2026-04-30 22:13:42 +0000 UTC\",\"review_id\":\"e871e3bdb5a43c4ba5bab7f6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3143719\",\"source_review_id\":\"UmF0aW5nLTQyOTg4NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3143719\",\"type\":\"review\"}],\"text\":\"Historical reviews of brianna van matre: Students appreciate the supportive feedback on designs and the structured scaffolding provided through supplementary materials.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"BRIANNA VAN MATRE is recorded teaching in Spring 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"LSC 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332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LSC 332\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"source_record\":{\"entity_id\":\"da5e3d39-fe1a-3781-a3e1-61ff8a86551b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"SARAH BOTHAM is recorded teaching in Spring 2011, Spring 2012, Spring 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, 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}]