[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"04fc7630f8c404a488e01eb9eaf25d3f25d48f93a915e062cf720707a0643ac2","record_version_id":"3c253b6ab7e02093592a0a77c01986ca3fdd2c6edafd55e1d2464538f04266a7","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"24088aa6c67f47af48e21557f2baa99ca02655b14d4823c9e50514f0af9a9afb","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\",\"r3\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 340, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 340\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"r2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"r3\",\"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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"04fc7630f8c404a488e01eb9eaf25d3f25d48f93a915e062cf720707a0643ac2","record_version_id":"3c253b6ab7e02093592a0a77c01986ca3fdd2c6edafd55e1d2464538f04266a7","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"24088aa6c67f47af48e21557f2baa99ca02655b14d4823c9e50514f0af9a9afb","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze, design and simulate single stage and multiple stage analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"analog integrated circuit design\",\"MOS transistor circuits\",\"bipolar junction transistors\",\"analog amplifier simulation\",\"operational amplifier design\",\"negative feedback circuits\",\"frequency response stability\",\"current voltage references\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Master the functions and DC and AC operations of metal-oxide-semiconductor field transistors and bipolar junction transistors for analog integrated circuits\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Mastering MOSFET and BJT functions and DC/AC operations for analog ICs\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze, design and simulate single stage and multiple stage analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Analyzing, designing, and simulating single and multi-stage analog amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Analyze, design and simulate current references, voltage references, and output stages for analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Designing current/voltage references and output stages\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze, design and simulate basic operational amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Designing and simulating basic operational amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze, design and simulate analog amplifiers utilizing negative feedback\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Applying negative feedback in analog amplifier design\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze, design and simulate analog amplifiers considering frequency response and stability\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Analyzing frequency response and stability in amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Extract target metrics for analog circuit operation given specific end application\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Extracting target metrics for specific analog applications\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits using integrated bipolar and field-effect transistor technologies.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE 541\",\"field\":\"title\",\"quote\":\"ANALOG MOS INTEGRATED CIRCUIT DESIGN\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"ECE 541 covers analysis, design, and applications of modern analog circuits using bipolar and field-effect transistor technologies, focusing on MOS integrated circuit design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Master the functions and DC and AC operations of metal-oxide-semiconductor field transistors and bipolar junction transistors for analog integrated circuits\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"MOSFET and BJT device operations\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze, design and simulate single stage and multiple stage analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Single and multi-stage analog amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Analyze, design and simulate current references, voltage references, and output stages for analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Current/voltage references and output stages\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze, design and simulate basic operational amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Operational amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze, design and simulate analog amplifiers utilizing negative feedback\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Negative feedback techniques\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze, design and simulate analog amplifiers considering frequency response and stability\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Frequency response and stability\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"04fc7630f8c404a488e01eb9eaf25d3f25d48f93a915e062cf720707a0643ac2","record_version_id":"3c253b6ab7e02093592a0a77c01986ca3fdd2c6edafd55e1d2464538f04266a7","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"24088aa6c67f47af48e21557f2baa99ca02655b14d4823c9e50514f0af9a9afb","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2257703\",\"summary\":\"Cited reviews praise Hongrui Jiang for clear explanations of difficult concepts and approachability.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"The course is described as well-organized with clear lecture notes.\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"04fc7630f8c404a488e01eb9eaf25d3f25d48f93a915e062cf720707a0643ac2","record_version_id":"3c253b6ab7e02093592a0a77c01986ca3fdd2c6edafd55e1d2464538f04266a7","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"24088aa6c67f47af48e21557f2baa99ca02655b14d4823c9e50514f0af9a9afb","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"9cd8dd1d0c6ed2f754d29a75444d3caa6c8d50f00e416edc9c77f13fc39157bb\",\"course_id\":\"ECE 541\",\"current_instructors\":[{\"instructor_uid\":\"instructor_e55bf68b53c0438c60b5b8ef\",\"message\":\"No course-specific reviews available\",\"name\":\"Akhilesh Jaiswal\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2929480\",\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Hongrui Jiang\",\"review_date\":\"2025-12-16 19:04:04 +0000 UTC\",\"review_id\":\"b3eeebdbd0b9d5a58e879e38\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2257703\",\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students found the class hard, though the professor often extended deadlines to accommodate midterm stress.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Hongrui Jiang\",\"review_date\":\"2025-12-16 19:04:04 +0000 UTC\",\"review_id\":\"b3eeebdbd0b9d5a58e879e38\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2257703\",\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The course was well-organized with clear lecture notes that helped explain difficult textbook concepts effectively.\"},{\"citations\":[{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2015: 3.16 GPA, 63.6% A/AB (n=22 letter grades); Fall 2017: 3.45 GPA, 70.0% A/AB (n=10 letter grades); Fall 2025: 3.52 GPA, 68.2% A/AB (n=22 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Hongrui Jiang\",\"review_date\":\"2025-12-16 19:04:04 +0000 UTC\",\"review_id\":\"b3eeebdbd0b9d5a58e879e38\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2257703\",\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The instructor was described as approachable and supportive, with office hours that were very helpful for homework and the final project.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HONGRUI JIANG is recorded teaching in Fall 2007, Fall 2009, Fall 2013, Fall 2015, Fall 2017, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"af475b4c7dcdc2152a6a429f1f1a08ffb6fcfa92eeabc8579b0d8d7a53608004","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 340, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 340\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"af475b4c7dcdc2152a6a429f1f1a08ffb6fcfa92eeabc8579b0d8d7a53608004","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Modeling, characterization, and application of semiconductor devices and integrated circuits.\"},{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Development of appropriate models for circuit-level behavior of diodes, bi-polar and field effect transistors, and non-ideal op-amps.\"},{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Application in analysis and design of linear amplifiers.\"}],\"text\":\"Semiconductor device modeling and linear amplifier analysis\"}],\"search_phrases\":[\"analog integrated circuit design\",\"MOS transistor circuits\",\"ECE 541 analog design\",\"bipolar and field-effect transistor technologies\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits\"}],\"text\":\"Analysis and design of modern analog circuits\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"techniques for analysis and design\"}],\"text\":\"Techniques for analog circuit analysis and design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"title\",\"quote\":\"ANALOG MOS INTEGRATED CIRCUIT DESIGN\"},{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits using integrated bipolar and field-effect transistor technologies.\"}],\"text\":\"ECE 541 teaches the analysis, design, and applications of modern analog integrated circuits using bipolar and field-effect transistor technologies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"modern analog integrated circuits\"}],\"text\":\"Modern analog integrated circuits\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"integrated bipolar and field-effect transistor technologies\"}],\"text\":\"Integrated bipolar and field-effect transistor technologies\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"af475b4c7dcdc2152a6a429f1f1a08ffb6fcfa92eeabc8579b0d8d7a53608004","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"5634834245e5597382b60223232bbf7553d4e6a69e450d909a3dc9e8649cb276","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 340, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 340\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"5634834245e5597382b60223232bbf7553d4e6a69e450d909a3dc9e8649cb276","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Modeling, characterization, and application of semiconductor devices and integrated circuits.\"},{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Development of appropriate models for circuit-level behavior of diodes, bi-polar and field effect transistors, and non-ideal op-amps.\"},{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Application in analysis and design of linear amplifiers.\"}],\"text\":\"Semiconductor device modeling and linear amplifier analysis\"}],\"search_phrases\":[\"analog integrated circuit design\",\"MOS transistor circuits\",\"ECE 541 analog design\",\"bipolar and field-effect transistor technologies\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits\"}],\"text\":\"Analysis and design of modern analog circuits\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"techniques for analysis and design\"}],\"text\":\"Techniques for analog circuit analysis and design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"title\",\"quote\":\"ANALOG MOS INTEGRATED CIRCUIT DESIGN\"},{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits using integrated bipolar and field-effect transistor technologies.\"}],\"text\":\"ECE 541 teaches the analysis, design, and applications of modern analog integrated circuits using bipolar and field-effect transistor technologies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"modern analog integrated circuits\"}],\"text\":\"Modern analog integrated circuits\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"integrated bipolar and field-effect transistor technologies\"}],\"text\":\"Integrated bipolar and field-effect transistor technologies\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"5634834245e5597382b60223232bbf7553d4e6a69e450d909a3dc9e8649cb276","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The professor explains difficult textbook concepts very clearly and provides clear lecture notes.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The course is well-organized.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The professor is extremely approachable and supportive, with helpful office hours.\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"04fc7630f8c404a488e01eb9eaf25d3f25d48f93a915e062cf720707a0643ac2","record_version_id":"3c253b6ab7e02093592a0a77c01986ca3fdd2c6edafd55e1d2464538f04266a7","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5b230feb0155c177a363a863efff6f2e68cc1ab213da0dbd9739b8240b4491c4","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\",\"r3\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 340, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 340\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"r2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"r3\",\"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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"04fc7630f8c404a488e01eb9eaf25d3f25d48f93a915e062cf720707a0643ac2","record_version_id":"3c253b6ab7e02093592a0a77c01986ca3fdd2c6edafd55e1d2464538f04266a7","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5b230feb0155c177a363a863efff6f2e68cc1ab213da0dbd9739b8240b4491c4","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze, design and simulate single stage and multiple stage analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"analog integrated circuit design\",\"MOS transistor circuits\",\"bipolar junction transistors\",\"analog amplifier simulation\",\"operational amplifier design\",\"negative feedback circuits\",\"frequency response stability\",\"current voltage references\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Master the functions and DC and AC operations of metal-oxide-semiconductor field transistors and bipolar junction transistors for analog integrated circuits\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Mastering MOSFET and BJT functions and DC/AC operations for analog ICs\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze, design and simulate single stage and multiple stage analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Analyzing, designing, and simulating single and multi-stage analog amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Analyze, design and simulate current references, voltage references, and output stages for analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Designing current/voltage references and output stages\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze, design and simulate basic operational amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Designing and simulating basic operational amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze, design and simulate analog amplifiers utilizing negative feedback\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Applying negative feedback in analog amplifier design\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze, design and simulate analog amplifiers considering frequency response and stability\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Analyzing frequency response and stability in amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Extract target metrics for analog circuit operation given specific end application\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Extracting target metrics for specific analog applications\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits using integrated bipolar and field-effect transistor technologies.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE 541\",\"field\":\"title\",\"quote\":\"ANALOG MOS INTEGRATED CIRCUIT DESIGN\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"ECE 541 covers analysis, design, and applications of modern analog circuits using bipolar and field-effect transistor technologies, focusing on MOS integrated circuit design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Master the functions and DC and AC operations of metal-oxide-semiconductor field transistors and bipolar junction transistors for analog integrated circuits\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"MOSFET and BJT device operations\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze, design and simulate single stage and multiple stage analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Single and multi-stage analog amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Analyze, design and simulate current references, voltage references, and output stages for analog amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Current/voltage references and output stages\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze, design and simulate basic operational amplifiers\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Operational amplifiers\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze, design and simulate analog amplifiers utilizing negative feedback\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Negative feedback techniques\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze, design and simulate analog amplifiers considering frequency response and stability\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Frequency response and stability\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"04fc7630f8c404a488e01eb9eaf25d3f25d48f93a915e062cf720707a0643ac2","record_version_id":"3c253b6ab7e02093592a0a77c01986ca3fdd2c6edafd55e1d2464538f04266a7","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5b230feb0155c177a363a863efff6f2e68cc1ab213da0dbd9739b8240b4491c4","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2257703\",\"summary\":\"Cited reviews praise Hongrui Jiang for clear explanations of difficult concepts and approachability.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"The course is described as well-organized with clear lecture notes.\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d14735bdcbbaed5b5c1d99f1aa9d25164a1077c65696b8329f335797b8dc42db","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 340, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 340\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d14735bdcbbaed5b5c1d99f1aa9d25164a1077c65696b8329f335797b8dc42db","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Modeling, characterization, and application of semiconductor devices and integrated circuits.\"},{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Development of appropriate models for circuit-level behavior of diodes, bi-polar and field effect transistors, and non-ideal op-amps.\"},{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Application in analysis and design of linear amplifiers.\"}],\"text\":\"Semiconductor device modeling and linear amplifier analysis\"}],\"search_phrases\":[\"analog integrated circuit design\",\"MOS transistor circuits\",\"ECE 541 analog design\",\"bipolar and field-effect transistor technologies\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits\"}],\"text\":\"Analysis and design of modern analog circuits\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"techniques for analysis and design\"}],\"text\":\"Techniques for analog circuit analysis and design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"title\",\"quote\":\"ANALOG MOS INTEGRATED CIRCUIT DESIGN\"},{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits using integrated bipolar and field-effect transistor technologies.\"}],\"text\":\"ECE 541 teaches the analysis, design, and applications of modern analog integrated circuits using bipolar and field-effect transistor technologies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"modern analog integrated circuits\"}],\"text\":\"Modern analog integrated circuits\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"integrated bipolar and field-effect transistor technologies\"}],\"text\":\"Integrated bipolar and field-effect transistor technologies\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d14735bdcbbaed5b5c1d99f1aa9d25164a1077c65696b8329f335797b8dc42db","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The professor explains difficult textbook concepts very clearly and provides clear lecture notes.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The course is well-organized.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The professor is extremely approachable and supportive, with helpful office hours.\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d14735bdcbbaed5b5c1d99f1aa9d25164a1077c65696b8329f335797b8dc42db","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"75742d7f0a4c45bcbf936309315c0e0b1f847d9bad38a27ec2a3d0f8fca5991c\",\"course_id\":\"ECE 541\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2015: 3.16 GPA, 63.6% A/AB (n=22 letter grades); Fall 2017: 3.45 GPA, 70.0% A/AB (n=10 letter grades); Fall 2025: 3.52 GPA, 68.2% A/AB (n=22 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HONGRUI JIANG is recorded teaching in Fall 2007, Fall 2009, Fall 2013, Fall 2015, Fall 2017, 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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0ff3538138e2b02e12d61a86b96d207b39cfb4fa7c4a115fa3bad3da53f86f4c","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 340, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 340\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0ff3538138e2b02e12d61a86b96d207b39cfb4fa7c4a115fa3bad3da53f86f4c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Modeling, characterization, and application of semiconductor devices and integrated circuits.\"},{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Development of appropriate models for circuit-level behavior of diodes, bi-polar and field effect transistors, and non-ideal op-amps.\"},{\"course_id\":\"ECE 340\",\"field\":\"description\",\"quote\":\"Application in analysis and design of linear amplifiers.\"}],\"text\":\"Semiconductor device modeling and linear amplifier analysis\"}],\"search_phrases\":[\"analog integrated circuit design\",\"MOS transistor circuits\",\"ECE 541 analog design\",\"bipolar and field-effect transistor technologies\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits\"}],\"text\":\"Analysis and design of modern analog circuits\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"techniques for analysis and design\"}],\"text\":\"Techniques for analog circuit analysis and design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"title\",\"quote\":\"ANALOG MOS INTEGRATED CIRCUIT DESIGN\"},{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"Analysis, design and applications of modern analog circuits using integrated bipolar and field-effect transistor technologies.\"}],\"text\":\"ECE 541 teaches the analysis, design, and applications of modern analog integrated circuits using bipolar and field-effect transistor technologies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"modern analog integrated circuits\"}],\"text\":\"Modern analog integrated circuits\"},{\"evidence\":[{\"course_id\":\"ECE 541\",\"field\":\"description\",\"quote\":\"integrated bipolar and field-effect transistor technologies\"}],\"text\":\"Integrated bipolar and field-effect transistor technologies\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0ff3538138e2b02e12d61a86b96d207b39cfb4fa7c4a115fa3bad3da53f86f4c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The professor explains difficult textbook concepts very clearly and provides clear lecture notes.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The course is well-organized.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Clear lecture notes and a well-organized course. The professor explains difficult textbook concepts very clearly. Even though the class is hard, he is extremely approachable and supportive. Office hours are very helpful for homework and the final project, and he is understanding of midterm stress and often extending deadlines when needed.\",\"course_id\":\"ECE 541\",\"date\":\"2025-12-16 19:04:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3eeebdbd0b9d5a58e879e38\",\"instructor_id\":\"rmp:2257703\",\"instructor_name\":\"Hongrui Jiang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\"}],\"evidence_count\":1,\"review_ids\":[\"b3eeebdbd0b9d5a58e879e38\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2257703\",\"name\":\"Hongrui Jiang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The professor is extremely approachable and supportive, with helpful office hours.\"}]}","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_5fc814075395647ecb66dae2","course_id":"ECE 541","catalog_version_id":"5b73c87cd5078247e24b8552dc4a14c472c50eae2346c5a65e19bd2b9efbbc88","record_version_id":"c21a843824e9ba8bdf03665aab453bbc19a76f4d1ea42f53b7f578109c931ac1","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0ff3538138e2b02e12d61a86b96d207b39cfb4fa7c4a115fa3bad3da53f86f4c","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"75742d7f0a4c45bcbf936309315c0e0b1f847d9bad38a27ec2a3d0f8fca5991c\",\"course_id\":\"ECE 541\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Hongrui Jiang\",\"review_date\":\"2025-12-16 19:04:04 +0000 UTC\",\"review_id\":\"b3eeebdbd0b9d5a58e879e38\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2257703\",\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hongrui Jiang: The course is hard, but office hours are helpful for homework and the final project, with flexible deadline extensions.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Hongrui Jiang\",\"review_date\":\"2025-12-16 19:04:04 +0000 UTC\",\"review_id\":\"b3eeebdbd0b9d5a58e879e38\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2257703\",\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hongrui Jiang: Hongrui Jiang provides clear explanations of difficult concepts and well-organized lecture notes. Reviewers describe him as approachable and supportive, with helpful office hours for homework and projects. He is noted for extending deadlines to accommodate midterm stress.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Hongrui Jiang\",\"review_date\":\"2025-12-16 19:04:04 +0000 UTC\",\"review_id\":\"b3eeebdbd0b9d5a58e879e38\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2257703\",\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hongrui Jiang: Hongrui Jiang offers a well-organized course with clear explanations of difficult concepts, though the class remains hard.\"},{\"citations\":[{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2015: 3.16 GPA, 63.6% A/AB (n=22 letter grades); Fall 2017: 3.45 GPA, 70.0% A/AB (n=10 letter grades); Fall 2025: 3.52 GPA, 68.2% A/AB (n=22 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Hongrui Jiang\",\"review_date\":\"2025-12-16 19:04:04 +0000 UTC\",\"review_id\":\"b3eeebdbd0b9d5a58e879e38\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2257703\",\"source_review_id\":\"UmF0aW5nLTQyMjg4MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2257703\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hongrui Jiang: Jiang is approachable and supportive, providing helpful office hours and understanding flexibility regarding midterm stress.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"source_record\":{\"entity_id\":\"6f815910-805e-311b-8b84-9d5aaaa61e7f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HONGRUI JIANG is recorded teaching in Fall 2007, Fall 2009, Fall 2013, Fall 2015, Fall 2017, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]