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Attending lecture and listening when she does examples is key because once she explains it she expects you to have listened well.\",\"course_id\":\"BSE 473\",\"date\":\"2020-01-17 20:20:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ecd2a1ff361cef46b5e58ca\",\"instructor_id\":\"rmp:2515947\",\"instructor_name\":\"Anita Thompson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyODQ2NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2515947\"}],\"evidence_count\":1,\"review_ids\":[\"3ecd2a1ff361cef46b5e58ca\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2515947\",\"name\":\"Anita Thompson\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is approachable, down to earth, and has a good sense of humor.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Super approachable and down to earth, knows exactly what information is important and how to explain it clearly with no fluff. 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Attending lecture and listening when she does examples is key because once she explains it she expects you to have listened well.\",\"course_id\":\"BSE 473\",\"date\":\"2020-01-17 20:20:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ecd2a1ff361cef46b5e58ca\",\"instructor_id\":\"rmp:2515947\",\"instructor_name\":\"Anita Thompson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyODQ2NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2515947\"}],\"evidence_count\":1,\"review_ids\":[\"3ecd2a1ff361cef46b5e58ca\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2515947\",\"name\":\"Anita Thompson\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Students are expected to listen well to examples in lecture.\"}]}","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_ea44c428c56b98f3ced1d8b7","course_id":"BSE 473","catalog_version_id":"71e30ae93fe90ff93612feea71deb67cc611baf4a825f73c67c68b85199074df","record_version_id":"7d8bbd3822af57d5f857260b2d4a7d5e55969f87057309d195fe00c10027ed51","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"84d5ef9c6f004f0b1477f499503d81aec1178c02a9d40eff5a43cad8c7545c8e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b1f4da3f3dbcaa41eaaa5babd57bc1fa1a2c3e7322aeb34aa8d64afe767a1657\",\"course_id\":\"BSE 473\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6bdec6e7b087e19a75445172\",\"message\":\"No course-specific reviews available\",\"name\":\"Margaret Kalcic\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.75 GPA, 90.0% A/AB (n=20 letter grades); Fall 2025: 3.63 GPA, 88.2% A/AB (n=34 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Anita Thompson\",\"review_date\":\"2020-01-17 20:20:43 +0000 UTC\",\"review_id\":\"3ecd2a1ff361cef46b5e58ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2515947\",\"source_review_id\":\"UmF0aW5nLTMyODQ2NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2515947\",\"type\":\"review\"}],\"text\":\"Historical reviews of Anita Thompson: Reviewers rate the difficulty low, but emphasize that attending lectures and listening to examples is essential.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Anita Thompson\",\"review_date\":\"2020-01-17 20:20:43 +0000 UTC\",\"review_id\":\"3ecd2a1ff361cef46b5e58ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2515947\",\"source_review_id\":\"UmF0aW5nLTMyODQ2NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2515947\",\"type\":\"review\"}],\"text\":\"Margaret Kalcic is the current instructor, but no reviews are available for her. Historical reviews for Anita Thompson describe her as approachable, clear, and humorous, noting that attending lectures and listening to examples is essential for success.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Anita Thompson\",\"review_date\":\"2020-01-17 20:20:43 +0000 UTC\",\"review_id\":\"3ecd2a1ff361cef46b5e58ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2515947\",\"source_review_id\":\"UmF0aW5nLTMyODQ2NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2515947\",\"type\":\"review\"}],\"text\":\"Historical reviews for Anita Thompson describe her as approachable and clear, though attendance is critical for success.\"},{\"citations\":[{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.75 GPA, 90.0% A/AB (n=20 letter grades); Fall 2024: 3.45 GPA, 68.4% A/AB (n=19 letter grades); Fall 2025: 3.63 GPA, 88.2% A/AB (n=34 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Anita Thompson\",\"review_date\":\"2020-01-17 20:20:43 +0000 UTC\",\"review_id\":\"3ecd2a1ff361cef46b5e58ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2515947\",\"source_review_id\":\"UmF0aW5nLTMyODQ2NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2515947\",\"type\":\"review\"}],\"text\":\"Historical reviews of Anita Thompson: Students find the instructor enjoyable and clear, noting that missing lectures makes the material difficult to master independently.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"ANITA THOMPSON is recorded teaching in Fall 2007, Fall 2009, Fall 2011, Fall 2013, Fall 2015, Fall 2017, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"BSE 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"source_record\":{\"entity_id\":\"5433d239-81b2-37b1-a143-24627368270c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MARGARET KALCIC is recorded teaching in Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]