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Easy A.\",\"course_id\":\"CSCS 125\",\"date\":\"2016-11-29 17:14:41 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"18fda778cd0672d0e6514b0e\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI3Mjc2NjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":3,\"review_ids\":[\"e871ee318c24e2d67dec5c03\",\"759288b4a3b10ef4dc121eb2\",\"18fda778cd0672d0e6514b0e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"},{\"id\":\"rmp:2649354\",\"name\":\"Brian Mcinnes\"},{\"id\":\"rmp:2789772\",\"name\":\"Amy Hilgendorf\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as caring, kind, and willing to help, with clear assignments and grading.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof. Gaddis is very respectable and willing to help! Class is really easy, but attendance is recorded and mandatory. Topics covered are interesting and relevant to current society. Attendance, pre-class quizzes, 2 papers, and final group project make up your grade. Easy A.\",\"course_id\":\"CSCS 125\",\"date\":\"2016-11-29 17:14:41 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"18fda778cd0672d0e6514b0e\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI3Mjc2NjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"},{\"comment\":\"Caring professor and interesting class! The class was very easy to follow for being online and assignments and grading were very clear.\",\"course_id\":\"CSCS 125\",\"date\":\"2021-02-12 05:26:52 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e871ee318c24e2d67dec5c03\",\"instructor_id\":\"rmp:2649354\",\"instructor_name\":\"Brian Mcinnes\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MzU5ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\"},{\"comment\":\"She is very nice and is an easy grader. Few assignments were not difficult. Very kind with extensions. I would recommend as an easy course that is also interesting. \",\"course_id\":\"CSCS 125\",\"date\":\"2022-05-04 22:28:01 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"759288b4a3b10ef4dc121eb2\",\"instructor_id\":\"rmp:2789772\",\"instructor_name\":\"Amy Hilgendorf\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjQ0ODI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2789772\"}],\"evidence_count\":3,\"review_ids\":[\"18fda778cd0672d0e6514b0e\",\"e871ee318c24e2d67dec5c03\",\"759288b4a3b10ef4dc121eb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"},{\"id\":\"rmp:2649354\",\"name\":\"Brian Mcinnes\"},{\"id\":\"rmp:2789772\",\"name\":\"Amy Hilgendorf\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"The class is considered easy with manageable assignments, though some note extensive pre-work and quizzes.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"This is a new class, so it's clear the professor is still trying to figure out the curriculum. There is a guest lecturer almost every day after the first few weeks of class. The teachers are very understanding and want you to do well. The textbook is only used the first two weeks of class. No midterm or final exam, only group projects and papers.\",\"course_id\":\"CSCS 125\",\"date\":\"2016-11-22 17:30:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d9e0ebe446de069cf80e4075\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI3MjQzNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"},{\"comment\":\"Jen really likes group discussions. Almost every day you will be sitting in pods and discussing with your classmates, which I really enjoyed. There is a pre-class quiz due before each class meeting, 1 paper, and 1 group final where you can do a paper or a podcast. Overall, I really enjoyed this class and felt it was a good first step into CNPL.\",\"course_id\":\"CSCS 125\",\"date\":\"2019-01-31 15:49:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3c745a0cbb01b8991a835db7\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMzIzOTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"},{\"comment\":\"Extensive pre-work and a quiz before each class. First major project is completing an oral history, which I enjoyed and thought was valuable experience. A significant portion of your grade comes from a final group project, and you're graded as a group. Lectures were mostly small group discussions, and the prompts were the same from the homework.\",\"course_id\":\"CSCS 125\",\"date\":\"2019-05-14 21:01:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"79e2fce823418c49f625a5b6\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMxODcyNDQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"},{\"comment\":\"Took cscs125, heard a lot about how he would be late to office hours/ wouldn't show up. Class was easy enough but large paper directions could be confusing. Would upload assignments late sometimes and have them due at the beginning of the week. Manageable but not great.\",\"course_id\":\"CSCS 125\",\"date\":\"2021-04-19 13:32:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e8c3db4b19a7a93c7ab4360e\",\"instructor_id\":\"rmp:2649354\",\"instructor_name\":\"Brian Mcinnes\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0NTcyODc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\"}],\"evidence_count\":4,\"review_ids\":[\"d9e0ebe446de069cf80e4075\",\"3c745a0cbb01b8991a835db7\",\"79e2fce823418c49f625a5b6\",\"e8c3db4b19a7a93c7ab4360e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"},{\"id\":\"rmp:2649354\",\"name\":\"Brian Mcinnes\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Grading relies on group projects, papers, and pre-class quizzes; some find group grading and confusing paper directions challenging.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Took cscs125, heard a lot about how he would be late to office hours/ wouldn't show up. Class was easy enough but large paper directions could be confusing. Would upload assignments late sometimes and have them due at the beginning of the week. Manageable but not great.\",\"course_id\":\"CSCS 125\",\"date\":\"2021-04-19 13:32:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e8c3db4b19a7a93c7ab4360e\",\"instructor_id\":\"rmp:2649354\",\"instructor_name\":\"Brian Mcinnes\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0NTcyODc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\"},{\"comment\":\"This is a new class, so it's clear the professor is still trying to figure out the curriculum. There is a guest lecturer almost every day after the first few weeks of class. The teachers are very understanding and want you to do well. The textbook is only used the first two weeks of class. No midterm or final exam, only group projects and papers.\",\"course_id\":\"CSCS 125\",\"date\":\"2016-11-22 17:30:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d9e0ebe446de069cf80e4075\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI3MjQzNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":2,\"review_ids\":[\"e8c3db4b19a7a93c7ab4360e\",\"d9e0ebe446de069cf80e4075\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"},{\"id\":\"rmp:2649354\",\"name\":\"Brian Mcinnes\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"While some find the structure clear, others report issues with late office hours and confusing directions.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_25cce2dc8639b1d1c19dabec","course_id":"CSCS 125","catalog_version_id":"bb62114455bbdf5caf5d474320bd8eb2a60fc013d99e7e7bfe9c456c946f5872","record_version_id":"59bb9b621a4d46a08d9328d81ad6a1912d0f2552074e580796f3edf4399fba04","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"fda11992d76e9bb0af6c99dcd5f17d87a9b68a875483ea898e68134b98a8226f","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"d89da6605cc5a4e9659dcc810df49ce0f40698fc41feedbcee5cf2e3ebc6010f\",\"course_id\":\"CSCS 125\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f4d22b1ab0f2312340e4c8d7\",\"message\":\"Summary generation failed\",\"name\":\"Jennifer Gaddis\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:1970381\",\"summary\":[{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.64 GPA, 86.2% A/AB (n=58 letter grades); Spring 2025: 3.73 GPA, 90.9% A/AB (n=55 letter grades); Fall 2025: 3.56 GPA, 80.0% A/AB (n=60 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_b7900292b25a61754ae93376\",\"message\":\"No course-specific reviews available\",\"name\":\"Jingyi Ma\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.75 GPA, 89.5% A/AB (n=57 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_f4d22b1ab0f2312340e4c8d7\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.73 GPA, 90.9% A/AB (n=55 letter grades); Fall 2025: 3.56 GPA, 80.0% A/AB (n=60 letter grades); Spring 2026: 3.75 GPA, 89.5% A/AB (n=57 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"AMY HILGENDORF is recorded teaching in Fall 2021, Spring 2022, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"BRIAN MCINNES is recorded teaching in Fall 2019, Spring 2020, Fall 2020, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JENNIFER GADDIS is recorded teaching in Fall 2016, Spring 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2023, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JINGYI MA is recorded teaching in 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":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_f4d22b1ab0f2312340e4c8d7\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_25cce2dc8639b1d1c19dabec","course_id":"CSCS 125","catalog_version_id":"bb62114455bbdf5caf5d474320bd8eb2a60fc013d99e7e7bfe9c456c946f5872","record_version_id":"59bb9b621a4d46a08d9328d81ad6a1912d0f2552074e580796f3edf4399fba04","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cf9cb68b453973ebcbd0a4e0c01a30d561f69bdb6c75034bdc21ccf3c98e809a","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_25cce2dc8639b1d1c19dabec","course_id":"CSCS 125","catalog_version_id":"bb62114455bbdf5caf5d474320bd8eb2a60fc013d99e7e7bfe9c456c946f5872","record_version_id":"59bb9b621a4d46a08d9328d81ad6a1912d0f2552074e580796f3edf4399fba04","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cf9cb68b453973ebcbd0a4e0c01a30d561f69bdb6c75034bdc21ccf3c98e809a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"community social change\",\"social justice education\",\"health equity sustainability\",\"diverse community contexts\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CSCS 125\",\"field\":\"description\",\"quote\":\"Develop the mindsets and communication skills necessary to work in diverse community contexts\"}],\"text\":\"Mindsets and communication skills for diverse community contexts\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CSCS 125\",\"field\":\"title\",\"quote\":\"COMMUNITY AND SOCIAL CHANGE\"},{\"course_id\":\"CSCS 125\",\"field\":\"description\",\"quote\":\"Examine contemporary issues with an emphasis on the role that individuals and communities play in achieving positive social change\"}],\"text\":\"CSCS 125 examines contemporary issues and the role of individuals and communities in achieving positive social change.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CSCS 125\",\"field\":\"description\",\"quote\":\"often include education reform, racial justice, health equity, alternative economies, food systems, and sustainability\"}],\"text\":\"Education reform, racial justice, health equity, alternative economies, food systems, and sustainability\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_25cce2dc8639b1d1c19dabec","course_id":"CSCS 125","catalog_version_id":"bb62114455bbdf5caf5d474320bd8eb2a60fc013d99e7e7bfe9c456c946f5872","record_version_id":"59bb9b621a4d46a08d9328d81ad6a1912d0f2552074e580796f3edf4399fba04","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cf9cb68b453973ebcbd0a4e0c01a30d561f69bdb6c75034bdc21ccf3c98e809a","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Caring professor and interesting class! The class was very easy to follow for being online and assignments and grading were very clear.\",\"course_id\":\"CSCS 125\",\"date\":\"2021-02-12 05:26:52 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e871ee318c24e2d67dec5c03\",\"instructor_id\":\"rmp:2649354\",\"instructor_name\":\"Brian Mcinnes\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MzU5ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\"},{\"comment\":\"She is very nice and is an easy grader. Few assignments were not difficult. Very kind with extensions. I would recommend as an easy course that is also interesting. \",\"course_id\":\"CSCS 125\",\"date\":\"2022-05-04 22:28:01 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"759288b4a3b10ef4dc121eb2\",\"instructor_id\":\"rmp:2789772\",\"instructor_name\":\"Amy Hilgendorf\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjQ0ODI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2789772\"},{\"comment\":\"Prof. Gaddis is very respectable and willing to help! Class is really easy, but attendance is recorded and mandatory. Topics covered are interesting and relevant to current society. Attendance, pre-class quizzes, 2 papers, and final group project make up your grade. Easy A.\",\"course_id\":\"CSCS 125\",\"date\":\"2016-11-29 17:14:41 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"18fda778cd0672d0e6514b0e\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI3Mjc2NjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":3,\"review_ids\":[\"e871ee318c24e2d67dec5c03\",\"759288b4a3b10ef4dc121eb2\",\"18fda778cd0672d0e6514b0e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"},{\"id\":\"rmp:2649354\",\"name\":\"Brian Mcinnes\"},{\"id\":\"rmp:2789772\",\"name\":\"Amy Hilgendorf\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as caring, kind, and willing to help, with clear assignments and grading.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof. Gaddis is very respectable and willing to help! Class is really easy, but attendance is recorded and mandatory. Topics covered are interesting and relevant to current society. Attendance, pre-class quizzes, 2 papers, and final group project make up your grade. Easy A.\",\"course_id\":\"CSCS 125\",\"date\":\"2016-11-29 17:14:41 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"18fda778cd0672d0e6514b0e\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI3Mjc2NjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"},{\"comment\":\"Caring professor and interesting class! The class was very easy to follow for being online and assignments and grading were very clear.\",\"course_id\":\"CSCS 125\",\"date\":\"2021-02-12 05:26:52 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e871ee318c24e2d67dec5c03\",\"instructor_id\":\"rmp:2649354\",\"instructor_name\":\"Brian Mcinnes\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MzU5ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\"},{\"comment\":\"She is very nice and is an easy grader. Few assignments were not difficult. Very kind with extensions. I would recommend as an easy course that is also interesting. \",\"course_id\":\"CSCS 125\",\"date\":\"2022-05-04 22:28:01 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"759288b4a3b10ef4dc121eb2\",\"instructor_id\":\"rmp:2789772\",\"instructor_name\":\"Amy Hilgendorf\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjQ0ODI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2789772\"}],\"evidence_count\":3,\"review_ids\":[\"18fda778cd0672d0e6514b0e\",\"e871ee318c24e2d67dec5c03\",\"759288b4a3b10ef4dc121eb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"},{\"id\":\"rmp:2649354\",\"name\":\"Brian Mcinnes\"},{\"id\":\"rmp:2789772\",\"name\":\"Amy Hilgendorf\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"The class is considered easy with manageable assignments, though some note extensive pre-work and quizzes.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"This is a new class, so it's clear the professor is still trying to figure out the curriculum. There is a guest lecturer almost every day after the first few weeks of class. The teachers are very understanding and want you to do well. The textbook is only used the first two weeks of class. No midterm or final exam, only group projects and papers.\",\"course_id\":\"CSCS 125\",\"date\":\"2016-11-22 17:30:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d9e0ebe446de069cf80e4075\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI3MjQzNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"},{\"comment\":\"Jen really likes group discussions. Almost every day you will be sitting in pods and discussing with your classmates, which I really enjoyed. There is a pre-class quiz due before each class meeting, 1 paper, and 1 group final where you can do a paper or a podcast. Overall, I really enjoyed this class and felt it was a good first step into CNPL.\",\"course_id\":\"CSCS 125\",\"date\":\"2019-01-31 15:49:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3c745a0cbb01b8991a835db7\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMzIzOTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"},{\"comment\":\"Extensive pre-work and a quiz before each class. First major project is completing an oral history, which I enjoyed and thought was valuable experience. A significant portion of your grade comes from a final group project, and you're graded as a group. Lectures were mostly small group discussions, and the prompts were the same from the homework.\",\"course_id\":\"CSCS 125\",\"date\":\"2019-05-14 21:01:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"79e2fce823418c49f625a5b6\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMxODcyNDQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"},{\"comment\":\"Took cscs125, heard a lot about how he would be late to office hours/ wouldn't show up. Class was easy enough but large paper directions could be confusing. Would upload assignments late sometimes and have them due at the beginning of the week. Manageable but not great.\",\"course_id\":\"CSCS 125\",\"date\":\"2021-04-19 13:32:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e8c3db4b19a7a93c7ab4360e\",\"instructor_id\":\"rmp:2649354\",\"instructor_name\":\"Brian Mcinnes\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0NTcyODc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\"}],\"evidence_count\":4,\"review_ids\":[\"d9e0ebe446de069cf80e4075\",\"3c745a0cbb01b8991a835db7\",\"79e2fce823418c49f625a5b6\",\"e8c3db4b19a7a93c7ab4360e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"},{\"id\":\"rmp:2649354\",\"name\":\"Brian Mcinnes\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Grading relies on group projects, papers, and pre-class quizzes; some find group grading and confusing paper directions challenging.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Took cscs125, heard a lot about how he would be late to office hours/ wouldn't show up. Class was easy enough but large paper directions could be confusing. Would upload assignments late sometimes and have them due at the beginning of the week. Manageable but not great.\",\"course_id\":\"CSCS 125\",\"date\":\"2021-04-19 13:32:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e8c3db4b19a7a93c7ab4360e\",\"instructor_id\":\"rmp:2649354\",\"instructor_name\":\"Brian Mcinnes\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0NTcyODc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\"},{\"comment\":\"This is a new class, so it's clear the professor is still trying to figure out the curriculum. There is a guest lecturer almost every day after the first few weeks of class. The teachers are very understanding and want you to do well. The textbook is only used the first two weeks of class. No midterm or final exam, only group projects and papers.\",\"course_id\":\"CSCS 125\",\"date\":\"2016-11-22 17:30:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d9e0ebe446de069cf80e4075\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI3MjQzNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":2,\"review_ids\":[\"e8c3db4b19a7a93c7ab4360e\",\"d9e0ebe446de069cf80e4075\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"},{\"id\":\"rmp:2649354\",\"name\":\"Brian Mcinnes\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"While some find the structure clear, others report issues with late office hours and confusing directions.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_25cce2dc8639b1d1c19dabec","course_id":"CSCS 125","catalog_version_id":"bb62114455bbdf5caf5d474320bd8eb2a60fc013d99e7e7bfe9c456c946f5872","record_version_id":"59bb9b621a4d46a08d9328d81ad6a1912d0f2552074e580796f3edf4399fba04","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cf9cb68b453973ebcbd0a4e0c01a30d561f69bdb6c75034bdc21ccf3c98e809a","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"d89da6605cc5a4e9659dcc810df49ce0f40698fc41feedbcee5cf2e3ebc6010f\",\"course_id\":\"CSCS 125\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f4d22b1ab0f2312340e4c8d7\",\"message\":null,\"name\":\"Jennifer Gaddis\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1970381\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2016-11-22 17:30:04 +0000 UTC\",\"review_id\":\"d9e0ebe446de069cf80e4075\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTI3MjQzNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2016-11-29 17:14:41 +0000 UTC\",\"review_id\":\"18fda778cd0672d0e6514b0e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTI3Mjc2NjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2019-01-31 15:49:52 +0000 UTC\",\"review_id\":\"3c745a0cbb01b8991a835db7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMxMzIzOTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Jennifer Gaddis is described as helpful and respectful, with students enjoying the interactive group discussions and relevant topics. Reviewers note her willingness to help and the engaging nature of the class structure.\"},{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2018-10-01 23:42:39 +0000 UTC\",\"review_id\":\"02c8983da20b05be1d6b959c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMwNTM1NTMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2019-05-14 21:01:55 +0000 UTC\",\"review_id\":\"79e2fce823418c49f625a5b6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMxODcyNDQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Some students found the instruction boring or awkward, reporting limited learning and repetitive prompts. Others noted extensive pre-work and quizzes, with mixed feelings about the value of the oral history project.\"},{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.64 GPA, 86.2% A/AB (n=58 letter grades); Spring 2025: 3.73 GPA, 90.9% A/AB (n=55 letter grades); Fall 2025: 3.56 GPA, 80.0% A/AB (n=60 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_b7900292b25a61754ae93376\",\"message\":\"No course-specific reviews available\",\"name\":\"Jingyi Ma\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.75 GPA, 89.5% A/AB (n=57 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2016-11-29 17:14:41 +0000 UTC\",\"review_id\":\"18fda778cd0672d0e6514b0e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTI3Mjc2NjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2019-05-14 21:01:55 +0000 UTC\",\"review_id\":\"79e2fce823418c49f625a5b6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMxODcyNDQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Workload includes mandatory attendance, pre-class quizzes, papers, and a final group project. Some students find the class easy, while others note extensive pre-work and quizzes before every meeting.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Brian Mcinnes\",\"review_date\":\"2021-02-12 05:26:52 +0000 UTC\",\"review_id\":\"e871ee318c24e2d67dec5c03\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2649354\",\"source_review_id\":\"UmF0aW5nLTM0MzU5ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\",\"type\":\"review\"},{\"instructor_name\":\"Brian Mcinnes\",\"review_date\":\"2021-04-19 13:32:42 +0000 UTC\",\"review_id\":\"e8c3db4b19a7a93c7ab4360e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2649354\",\"source_review_id\":\"UmF0aW5nLTM0NTcyODc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2649354\",\"type\":\"review\"},{\"instructor_name\":\"Amy Hilgendorf\",\"review_date\":\"2022-05-04 22:28:01 +0000 UTC\",\"review_id\":\"759288b4a3b10ef4dc121eb2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2789772\",\"source_review_id\":\"UmF0aW5nLTM2MjQ0ODI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2789772\",\"type\":\"review\"}],\"text\":\"No reviews exist for current instructors Jennifer Gaddis or Jingyi Ma. Historical reviews for Brian McInnes and Amy Hilgendorf describe the course as easy and interesting, though McInnes faced complaints about reliability and confusing assignment directions.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2016-11-22 17:30:04 +0000 UTC\",\"review_id\":\"d9e0ebe446de069cf80e4075\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTI3MjQzNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2016-11-29 17:14:41 +0000 UTC\",\"review_id\":\"18fda778cd0672d0e6514b0e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTI3Mjc2NjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2018-10-01 23:42:39 +0000 UTC\",\"review_id\":\"02c8983da20b05be1d6b959c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMwNTM1NTMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2019-01-31 15:49:52 +0000 UTC\",\"review_id\":\"3c745a0cbb01b8991a835db7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMxMzIzOTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Jennifer Gaddis teaches a discussion-based course with no exams, relying on papers and group projects. Reviewers find the instructor helpful and the topics relevant, though one student found the experience boring and lacking in learning.\"},{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.73 GPA, 90.9% A/AB (n=55 letter grades); Fall 2025: 3.56 GPA, 80.0% A/AB (n=60 letter grades); Spring 2026: 3.75 GPA, 89.5% A/AB (n=57 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2018-10-01 23:42:39 +0000 UTC\",\"review_id\":\"02c8983da20b05be1d6b959c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMwNTM1NTMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2019-01-31 15:49:52 +0000 UTC\",\"review_id\":\"3c745a0cbb01b8991a835db7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMxMzIzOTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2019-05-14 21:01:55 +0000 UTC\",\"review_id\":\"79e2fce823418c49f625a5b6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTMxODcyNDQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Students appreciate the oral history project and small group discussions as valuable experiences. Conversely, one reviewer found the instructor awkward and disliked the restriction on using technology during class.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"AMY HILGENDORF is recorded teaching in Fall 2021, Spring 2022, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"BRIAN MCINNES is recorded teaching in Fall 2019, Spring 2020, Fall 2020, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JENNIFER GADDIS is recorded teaching in Fall 2016, Spring 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2023, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CSCS 125\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"source_record\":{\"entity_id\":\"fec307de-00a8-3f00-9975-31cfe50934e1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JINGYI MA is recorded teaching in 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":true}]