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techniques.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"BME 430\",\"field\":\"title\",\"quote\":\"BIOLOGICAL INTERACTIONS WITH MATERIALS\",\"source_url\":\"https://guide.wisc.edu/courses/b_m_e/\"},{\"course_id\":\"BME 430\",\"field\":\"description\",\"quote\":\"Addresses the biological systems governing biomaterial applications, a select range of materials currently being utilized for various biomedical applications, analytical techniques pertinent to biomaterial evaluation, and select major medical applications in which biomaterials play an important role.\",\"source_url\":\"https://guide.wisc.edu/courses/b_m_e/\"}],\"text\":\"Covers biological systems governing biomaterial applications, current materials for biomedical use, analytical techniques for evaluation, and major medical applications where biomaterials are important.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"BME 430\",\"field\":\"description\",\"quote\":\"the biological systems governing biomaterial 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Dr. Ashton doesnt explain any background information and spends the entire hour and fifteen minutes talking at you about concepts you dont understand and refuses to clarify them. The reading makes no sense and he tests you on it after admitting its hard.\",\"course_id\":\"BME 430\",\"date\":\"2022-02-21 14:44:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b14032203ae2b4b33f4d438d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1ODcwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Hands down worst BME class I have taken. The first day he tells you the only way to succeed in the class is to memorize the slides. Then, he proceeds to give you a 50 page reading assignment every lecture. I spent days studying for the exams (which make up the entire grade btw) just to get average. Lectures are boring, he just reads off the slides.\",\"course_id\":\"BME 430\",\"date\":\"2022-05-01 22:35:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d75bb85c8831249c21bf621d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Long readings are assigned with reading quizzes before each lecture and the readings are pretty dense. Three exams make up most of your grade. Dr. Ashton is a nice person and very passionate about his research in biomaterials, but he goes through lecture slides quickly considering how much information they contain and lectures can be a bit dry.\",\"course_id\":\"BME 430\",\"date\":\"2023-05-16 13:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32090de8cfa73b61a6e0ca34\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"}],\"evidence_count\":3,\"review_ids\":[\"b14032203ae2b4b33f4d438d\",\"d75bb85c8831249c21bf621d\",\"32090de8cfa73b61a6e0ca34\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2774686\",\"name\":\"Randolph Ashton\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2774686\",\"summary\":\"Cited reviews criticize Randolph Ashton for lacking background explanations, reading off slides, and moving quickly through dense material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Hands down worst BME class I have taken. The first day he tells you the only way to succeed in the class is to memorize the slides. Then, he proceeds to give you a 50 page reading assignment every lecture. I spent days studying for the exams (which make up the entire grade btw) just to get average. Lectures are boring, he just reads off the slides.\",\"course_id\":\"BME 430\",\"date\":\"2022-05-01 22:35:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d75bb85c8831249c21bf621d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Long readings are assigned with reading quizzes before each lecture and the readings are pretty dense. Three exams make up most of your grade. Dr. Ashton is a nice person and very passionate about his research in biomaterials, but he goes through lecture slides quickly considering how much information they contain and lectures can be a bit dry.\",\"course_id\":\"BME 430\",\"date\":\"2023-05-16 13:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32090de8cfa73b61a6e0ca34\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"He puts whole essay's worth of information on every slide. Not easy to keep up since the exams will cover everything in the slides. I took this class early on in my undergrad so my study strategies had room for improvement. I recommend taking this class later if you can, even if you are on the biomaterials track.\",\"course_id\":\"BME 430\",\"date\":\"2024-05-10 17:10:06 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03baa66ec0dbd9222733ddd2\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5NDMxMzUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"}],\"evidence_count\":3,\"review_ids\":[\"d75bb85c8831249c21bf621d\",\"32090de8cfa73b61a6e0ca34\",\"03baa66ec0dbd9222733ddd2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2774686\",\"name\":\"Randolph Ashton\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2774686\",\"summary\":\"Cited reviews describe heavy workloads including 50-page readings, dense texts, and essay-worth of information on every slide under Randolph Ashton.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Hands down worst BME class I have taken. The first day he tells you the only way to succeed in the class is to memorize the slides. Then, he proceeds to give you a 50 page reading assignment every lecture. I spent days studying for the exams (which make up the entire grade btw) just to get average. Lectures are boring, he just reads off the slides.\",\"course_id\":\"BME 430\",\"date\":\"2022-05-01 22:35:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d75bb85c8831249c21bf621d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Long readings are assigned with reading quizzes before each lecture and the readings are pretty dense. Three exams make up most of your grade. Dr. Ashton is a nice person and very passionate about his research in biomaterials, but he goes through lecture slides quickly considering how much information they contain and lectures can be a bit dry.\",\"course_id\":\"BME 430\",\"date\":\"2023-05-16 13:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32090de8cfa73b61a6e0ca34\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"He puts whole essay's worth of information on every slide. Not easy to keep up since the exams will cover everything in the slides. I took this class early on in my undergrad so my study strategies had room for improvement. I recommend taking this class later if you can, even if you are on the biomaterials track.\",\"course_id\":\"BME 430\",\"date\":\"2024-05-10 17:10:06 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03baa66ec0dbd9222733ddd2\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5NDMxMzUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"}],\"evidence_count\":3,\"review_ids\":[\"d75bb85c8831249c21bf621d\",\"32090de8cfa73b61a6e0ca34\",\"03baa66ec0dbd9222733ddd2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2774686\",\"name\":\"Randolph Ashton\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2774686\",\"summary\":\"Cited reviews note that exams make up most of the grade in Randolph Ashton's class and cover all slide content, requiring significant study time.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Long readings are assigned with reading quizzes before each lecture and the readings are pretty dense. Three exams make up most of your grade. Dr. Ashton is a nice person and very passionate about his research in biomaterials, but he goes through lecture slides quickly considering how much information they contain and lectures can be a bit dry.\",\"course_id\":\"BME 430\",\"date\":\"2023-05-16 13:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32090de8cfa73b61a6e0ca34\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"}],\"evidence_count\":1,\"review_ids\":[\"32090de8cfa73b61a6e0ca34\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2774686\",\"name\":\"Randolph Ashton\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2774686\",\"summary\":\"One reviewer describes Randolph Ashton as a nice person who is very passionate about his research in biomaterials.\"}]}","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_aa3646d4c8240c9a870f5a3a","course_id":"BME 430","catalog_version_id":"90fe91891c7182d9475988100a3b99eff53328a6fd38698f01b9a68d0659ac3a","record_version_id":"847a7f85bd00db65889b6d4738150671856ffb6d6fcb6cc03bb6b6e1260586a6","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a57b4f80b956e6fb0fcb29ccfd036749b9c956f59a5c76308dc3bcc18fb00311","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"2efcb4d64f315d7a38fd2703dddfe748c0958c9299080343970afb6aadd35b7f\",\"course_id\":\"BME 430\",\"current_instructors\":[{\"instructor_uid\":\"instructor_19e63952d55457ddc8283101\",\"message\":null,\"name\":\"Randolph Ashton\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2774686\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2022-05-01 22:35:42 +0000 UTC\",\"review_id\":\"d75bb85c8831249c21bf621d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2023-05-16 13:54:40 +0000 UTC\",\"review_id\":\"32090de8cfa73b61a6e0ca34\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Dr. Randolph Ashton required students to memorize 50-page readings and dense slide content, with three exams making up most of the grade. Students found the pace quick and the material challenging.\"},{\"citations\":[{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2022-02-21 14:44:17 +0000 UTC\",\"review_id\":\"b14032203ae2b4b33f4d438d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM1ODcwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2023-05-16 13:54:40 +0000 UTC\",\"review_id\":\"32090de8cfa73b61a6e0ca34\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Some students felt Dr. Ashton did not clarify difficult concepts, while others noted he was passionate about biomaterials despite dry lectures.\"},{\"citations\":[{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.33 GPA, 58.7% A/AB (n=126 letter grades); Spring 2025: 3.27 GPA, 54.1% A/AB (n=122 letter grades); Spring 2026: 3.20 GPA, 50.4% A/AB (n=137 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_89a1735d67028819d352afc3\",\"message\":\"No course-specific reviews available\",\"name\":\"Tracy Puccinelli\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2562250\",\"summary\":[{\"citations\":[{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.33 GPA, 58.7% A/AB (n=126 letter grades); Spring 2025: 3.27 GPA, 54.1% A/AB (n=122 letter grades); Spring 2026: 3.20 GPA, 50.4% A/AB (n=137 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2022-05-01 22:35:42 +0000 UTC\",\"review_id\":\"d75bb85c8831249c21bf621d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2023-05-16 13:54:40 +0000 UTC\",\"review_id\":\"32090de8cfa73b61a6e0ca34\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Expect heavy workloads, including 50-page readings and reading quizzes before lectures. Exams make up the majority of the grade and cover all slide content.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2023-05-16 13:54:40 +0000 UTC\",\"review_id\":\"32090de8cfa73b61a6e0ca34\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Dr. Ashton taught this course with passion for biomaterials, though students found the delivery of dense information could be dry and fast-paced.\"},{\"citations\":[{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.33 GPA, 58.7% A/AB (n=126 letter grades); Spring 2025: 3.27 GPA, 54.1% A/AB (n=122 letter grades); Spring 2026: 3.20 GPA, 50.4% A/AB (n=137 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2024-05-10 17:10:06 +0000 UTC\",\"review_id\":\"03baa66ec0dbd9222733ddd2\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM5NDMxMzUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student recommended taking the class later in undergrad, noting that slides contained dense text that was difficult to keep up with early on.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RANDOLPH ASHTON is recorded teaching in Spring 2017, Spring 2018, Spring 2019, Spring 2020, Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"TRACY PUCCINELLI is recorded teaching in Spring 2018, Spring 2019, Spring 2020, Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. 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Dr. Ashton doesnt explain any background information and spends the entire hour and fifteen minutes talking at you about concepts you dont understand and refuses to clarify them. The reading makes no sense and he tests you on it after admitting its hard.\",\"course_id\":\"BME 430\",\"date\":\"2022-02-21 14:44:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b14032203ae2b4b33f4d438d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1ODcwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Hands down worst BME class I have taken. The first day he tells you the only way to succeed in the class is to memorize the slides. Then, he proceeds to give you a 50 page reading assignment every lecture. I spent days studying for the exams (which make up the entire grade btw) just to get average. 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Dr. Ashton doesnt explain any background information and spends the entire hour and fifteen minutes talking at you about concepts you dont understand and refuses to clarify them. The reading makes no sense and he tests you on it after admitting its hard.\",\"course_id\":\"BME 430\",\"date\":\"2022-02-21 14:44:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b14032203ae2b4b33f4d438d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1ODcwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Hands down worst BME class I have taken. The first day he tells you the only way to succeed in the class is to memorize the slides. Then, he proceeds to give you a 50 page reading assignment every lecture. I spent days studying for the exams (which make up the entire grade btw) just to get average. 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Dr. Ashton is a nice person and very passionate about his research in biomaterials, but he goes through lecture slides quickly considering how much information they contain and lectures can be a bit dry.\",\"course_id\":\"BME 430\",\"date\":\"2023-05-16 13:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32090de8cfa73b61a6e0ca34\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"}],\"evidence_count\":3,\"review_ids\":[\"b14032203ae2b4b33f4d438d\",\"d75bb85c8831249c21bf621d\",\"32090de8cfa73b61a6e0ca34\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2774686\",\"name\":\"Randolph Ashton\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"Students report extremely high workload with 50-page reading assignments per lecture, reading quizzes, and exams that make up the entire grade.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you are interested in biomaterials and tissue engineering, you wont be after this class. Dr. Ashton doesnt explain any background information and spends the entire hour and fifteen minutes talking at you about concepts you dont understand and refuses to clarify them. The reading makes no sense and he tests you on it after admitting its hard.\",\"course_id\":\"BME 430\",\"date\":\"2022-02-21 14:44:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b14032203ae2b4b33f4d438d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1ODcwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Hands down worst BME class I have taken. The first day he tells you the only way to succeed in the class is to memorize the slides. Then, he proceeds to give you a 50 page reading assignment every lecture. I spent days studying for the exams (which make up the entire grade btw) just to get average. Lectures are boring, he just reads off the slides.\",\"course_id\":\"BME 430\",\"date\":\"2022-05-01 22:35:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d75bb85c8831249c21bf621d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Long readings are assigned with reading quizzes before each lecture and the readings are pretty dense. Three exams make up most of your grade. Dr. Ashton is a nice person and very passionate about his research in biomaterials, but he goes through lecture slides quickly considering how much information they contain and lectures can be a bit dry.\",\"course_id\":\"BME 430\",\"date\":\"2023-05-16 13:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32090de8cfa73b61a6e0ca34\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"He puts whole essay's worth of information on every slide. Not easy to keep up since the exams will cover everything in the slides. I took this class early on in my undergrad so my study strategies had room for improvement. I recommend taking this class later if you can, even if you are on the biomaterials track.\",\"course_id\":\"BME 430\",\"date\":\"2024-05-10 17:10:06 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03baa66ec0dbd9222733ddd2\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5NDMxMzUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"}],\"evidence_count\":4,\"review_ids\":[\"b14032203ae2b4b33f4d438d\",\"d75bb85c8831249c21bf621d\",\"32090de8cfa73b61a6e0ca34\",\"03baa66ec0dbd9222733ddd2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2774686\",\"name\":\"Randolph Ashton\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"Exams are difficult, covering dense material from slides and readings, with no other graded components mentioned besides the three exams.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"If you are interested in biomaterials and tissue engineering, you wont be after this class. Dr. Ashton doesnt explain any background information and spends the entire hour and fifteen minutes talking at you about concepts you dont understand and refuses to clarify them. The reading makes no sense and he tests you on it after admitting its hard.\",\"course_id\":\"BME 430\",\"date\":\"2022-02-21 14:44:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b14032203ae2b4b33f4d438d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1ODcwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"Hands down worst BME class I have taken. The first day he tells you the only way to succeed in the class is to memorize the slides. Then, he proceeds to give you a 50 page reading assignment every lecture. I spent days studying for the exams (which make up the entire grade btw) just to get average. Lectures are boring, he just reads off the slides.\",\"course_id\":\"BME 430\",\"date\":\"2022-05-01 22:35:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d75bb85c8831249c21bf621d\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"},{\"comment\":\"He puts whole essay's worth of information on every slide. Not easy to keep up since the exams will cover everything in the slides. I took this class early on in my undergrad so my study strategies had room for improvement. I recommend taking this class later if you can, even if you are on the biomaterials track.\",\"course_id\":\"BME 430\",\"date\":\"2024-05-10 17:10:06 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03baa66ec0dbd9222733ddd2\",\"instructor_id\":\"rmp:2774686\",\"instructor_name\":\"Randolph Ashton\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5NDMxMzUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\"}],\"evidence_count\":3,\"review_ids\":[\"b14032203ae2b4b33f4d438d\",\"d75bb85c8831249c21bf621d\",\"03baa66ec0dbd9222733ddd2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2774686\",\"name\":\"Randolph Ashton\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"The class is described as the 'worst BME class' with boring lectures, dense readings, and a teaching style that relies heavily on memorization rather than understanding.\"}]}","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_aa3646d4c8240c9a870f5a3a","course_id":"BME 430","catalog_version_id":"6b7cf0eb336470f1514a0ab166a534d74c90fd3f15f233ecee5dfc5e1a67aba0","record_version_id":"d82d394f02ff894045926cbcc2f964ae5e0012ee598e963000c24306cbb644f1","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cdf091a061d7db065495d0836793a884bbc61bf264280433ede959bd0faa4f41","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"c60ccfeedd114d5abf661478a0e945ac45f6f3ededc958dc975a4b4aa758ad76\",\"course_id\":\"BME 430\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2022-05-01 22:35:42 +0000 UTC\",\"review_id\":\"d75bb85c8831249c21bf621d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2023-05-16 13:54:40 +0000 UTC\",\"review_id\":\"32090de8cfa73b61a6e0ca34\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2024-05-10 17:10:06 +0000 UTC\",\"review_id\":\"03baa66ec0dbd9222733ddd2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM5NDMxMzUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"text\":\"Historical reviews of Randolph Ashton: Students report heavy workloads including 50-page reading assignments per lecture and three exams that constitute the majority of the final grade.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2022-02-21 14:44:17 +0000 UTC\",\"review_id\":\"b14032203ae2b4b33f4d438d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM1ODcwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2022-05-01 22:35:42 +0000 UTC\",\"review_id\":\"d75bb85c8831249c21bf621d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2023-05-16 13:54:40 +0000 UTC\",\"review_id\":\"32090de8cfa73b61a6e0ca34\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2024-05-10 17:10:06 +0000 UTC\",\"review_id\":\"03baa66ec0dbd9222733ddd2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM5NDMxMzUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"text\":\"Historical reviews of Randolph Ashton: Randolph Ashton teaches BME 430 with dense, information-heavy slides and extensive reading assignments. Reviewers criticize his lectures as dry and fast-paced, noting that exams cover all slide content. While one student found him passionate, others reported poor explanation of background concepts and high difficulty.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2022-02-21 14:44:17 +0000 UTC\",\"review_id\":\"b14032203ae2b4b33f4d438d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM1ODcwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2022-05-01 22:35:42 +0000 UTC\",\"review_id\":\"d75bb85c8831249c21bf621d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2023-05-16 13:54:40 +0000 UTC\",\"review_id\":\"32090de8cfa73b61a6e0ca34\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2024-05-10 17:10:06 +0000 UTC\",\"review_id\":\"03baa66ec0dbd9222733ddd2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM5NDMxMzUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"text\":\"Historical reviews for Randolph Ashton describe a difficult course with dense readings and exams that dominate the grade, though one reviewer notes his passion for biomaterials.\"},{\"citations\":[{\"course_id\":\"BME 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"BME 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UTC\",\"review_id\":\"d75bb85c8831249c21bf621d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM2MjA3OTQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"},{\"instructor_name\":\"Randolph Ashton\",\"review_date\":\"2023-05-16 13:54:40 +0000 UTC\",\"review_id\":\"32090de8cfa73b61a6e0ca34\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2774686\",\"source_review_id\":\"UmF0aW5nLTM3OTM0ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2774686\",\"type\":\"review\"}],\"text\":\"Historical reviews of Randolph Ashton: Reviewers criticize the dry lectures and lack of background explanation, while one student found the instructor nice but noted the fast pace and dense slides.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"BME 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"BME 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430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"BME 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"source_record\":{\"entity_id\":\"f65e7dd8-2843-3b7a-90cf-f47b49be836b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RANDOLPH ASHTON is recorded teaching in Spring 2017, Spring 2018, Spring 2019, Spring 2020, Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. 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}]