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This workload is seen as hindering student success in the group project context.\"},{\"citations\":[{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.91 GPA, 98.0% A/AB (n=49 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Leah Ujda\",\"review_date\":\"2025-12-19 16:19:37 +0000 UTC\",\"review_id\":\"d3754254b80089697675bb9c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153688\",\"source_review_id\":\"UmF0aW5nLTQyMzQ3MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153688\",\"type\":\"review\"}],\"text\":\"The course imposes significant busywork on top of weekly meetings and project progress requirements.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Leah Ujda\",\"review_date\":\"2025-12-19 16:19:37 +0000 UTC\",\"review_id\":\"d3754254b80089697675bb9c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153688\",\"source_review_id\":\"UmF0aW5nLTQyMzQ3MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153688\",\"type\":\"review\"}],\"text\":\"Leah Ujda is a fine professor, but the course structure with excessive busywork and weekly meetings hinders student success.\"},{\"citations\":[{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.84 GPA, 93.4% A/AB (n=106 letter grades); Fall 2025: 3.93 GPA, 97.3% A/AB (n=148 letter grades); Spring 2026: 3.93 GPA, 96.7% A/AB (n=121 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Leah Ujda\",\"review_date\":\"2025-12-19 16:19:37 +0000 UTC\",\"review_id\":\"d3754254b80089697675bb9c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153688\",\"source_review_id\":\"UmF0aW5nLTQyMzQ3MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153688\",\"type\":\"review\"}],\"text\":\"The class setup is not conducive to student success due to the volume of non-essential tasks.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AMBER FIELD is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 620\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"source_record\":{\"entity_id\":\"1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"LEAH UJDA is recorded teaching in 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}]