[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"256a7bf89a4fe7acd55cc5d82ca31c8b78f83467a63b44e64f67d36d54c3f6a1","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":761,\"minimum_grade\":null,\"subjects\":[\"EDPSYCH\"],\"timing\":\"prior\"},\"evidence\":\"ED PSYCH 761\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"256a7bf89a4fe7acd55cc5d82ca31c8b78f83467a63b44e64f67d36d54c3f6a1","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 761\",\"field\":\"description\",\"quote\":\"Analysis of variance and covariance, multiple linear regression; chi-square and various nonparametric techniques.\"}],\"text\":\"Prerequisite knowledge of ANOVA, covariance, and regression techniques.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 760\",\"field\":\"description\",\"quote\":\"Introductory descriptive statistics and statistical inference; measures of central tendency and variability, confidence intervals, theory of hypothesis testing, correlation techniques.\"}],\"text\":\"Foundational understanding of descriptive statistics, inference, and hypothesis testing.\"}],\"search_phrases\":[\"regression analysis education\",\"R programming statistics\",\"nonparametric regression\",\"logistic regression education\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"}],\"text\":\"Application of nonparametric, multiple linear, and logistic regression models.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"All applied analyses are done in the statistical programming language R.\"}],\"text\":\"Statistical data analysis using the R programming language.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"title\",\"quote\":\"REGRESSION MODELS IN EDUCATION\"},{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"An applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"}],\"text\":\"EDPSYCH 763 teaches applied regression techniques including nonparametric, multiple linear, and logistic regression using R.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"nonparametric regression, multiple linear regression and logistic regression\"}],\"text\":\"Nonparametric regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"multiple linear regression\"}],\"text\":\"Multiple linear regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"logistic regression\"}],\"text\":\"Logistic regression\"}]}","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_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"256a7bf89a4fe7acd55cc5d82ca31c8b78f83467a63b44e64f67d36d54c3f6a1","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_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"cd65ad6e8d0ff4ae51e234b9ae880a29032296aedcc1d7befb2111d383f2cfae","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":761,\"minimum_grade\":null,\"subjects\":[\"EDPSYCH\"],\"timing\":\"prior\"},\"evidence\":\"ED PSYCH 761\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"cd65ad6e8d0ff4ae51e234b9ae880a29032296aedcc1d7befb2111d383f2cfae","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 761\",\"field\":\"description\",\"quote\":\"Analysis of variance and covariance, multiple linear regression; chi-square and various nonparametric techniques.\"}],\"text\":\"Prerequisite knowledge of ANOVA, covariance, and regression techniques.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 760\",\"field\":\"description\",\"quote\":\"Introductory descriptive statistics and statistical inference; measures of central tendency and variability, confidence intervals, theory of hypothesis testing, correlation techniques.\"}],\"text\":\"Foundational understanding of descriptive statistics, inference, and hypothesis testing.\"}],\"search_phrases\":[\"regression analysis education\",\"R programming statistics\",\"nonparametric regression\",\"logistic regression education\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"}],\"text\":\"Application of nonparametric, multiple linear, and logistic regression models.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"All applied analyses are done in the statistical programming language R.\"}],\"text\":\"Statistical data analysis using the R programming language.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"title\",\"quote\":\"REGRESSION MODELS IN EDUCATION\"},{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"An applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"}],\"text\":\"EDPSYCH 763 teaches applied regression techniques including nonparametric, multiple linear, and logistic regression using R.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"nonparametric regression, multiple linear regression and logistic regression\"}],\"text\":\"Nonparametric regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"multiple linear regression\"}],\"text\":\"Multiple linear regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"logistic regression\"}],\"text\":\"Logistic regression\"}]}","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_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"cd65ad6e8d0ff4ae51e234b9ae880a29032296aedcc1d7befb2111d383f2cfae","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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0225d09c563a1ceb7db5fb25312874ee7674800d62152585ce3bb5d16600f8f9","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":761,\"minimum_grade\":null,\"subjects\":[\"EDPSYCH\"],\"timing\":\"prior\"},\"evidence\":\"ED PSYCH 761\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0225d09c563a1ceb7db5fb25312874ee7674800d62152585ce3bb5d16600f8f9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 761\",\"field\":\"description\",\"quote\":\"Analysis of variance and covariance, multiple linear regression; chi-square and various nonparametric techniques.\"}],\"text\":\"Prerequisite knowledge of ANOVA, covariance, and regression techniques.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 760\",\"field\":\"description\",\"quote\":\"Introductory descriptive statistics and statistical inference; measures of central tendency and variability, confidence intervals, theory of hypothesis testing, correlation techniques.\"}],\"text\":\"Foundational understanding of descriptive statistics, inference, and hypothesis testing.\"}],\"search_phrases\":[\"regression analysis education\",\"R programming statistics\",\"nonparametric regression\",\"logistic regression education\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"}],\"text\":\"Application of nonparametric, multiple linear, and logistic regression models.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"All applied analyses are done in the statistical programming language R.\"}],\"text\":\"Statistical data analysis using the R programming language.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"title\",\"quote\":\"REGRESSION MODELS IN EDUCATION\"},{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"An applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"}],\"text\":\"EDPSYCH 763 teaches applied regression techniques including nonparametric, multiple linear, and logistic regression using R.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"nonparametric regression, multiple linear regression and logistic regression\"}],\"text\":\"Nonparametric regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"multiple linear regression\"}],\"text\":\"Multiple linear regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"logistic regression\"}],\"text\":\"Logistic regression\"}]}","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_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0225d09c563a1ceb7db5fb25312874ee7674800d62152585ce3bb5d16600f8f9","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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_7b94b39f9649b685cea6e565","course_id":"EDPSYCH 763","catalog_version_id":"7b8f26cab535f906ec076523067eeb31922af8a7a4a31dd6ca39048a81ad9b08","record_version_id":"ae05950f41a9044ec36b7ea0636f30177009ef1a866b424ad5e61a82238df8bb","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0225d09c563a1ceb7db5fb25312874ee7674800d62152585ce3bb5d16600f8f9","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"36ca46842a5fc067bd28b6face2e60e9aa4954eb63138896186aeade15a8ba0a\",\"course_id\":\"EDPSYCH 763\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6057e835c97683238f882c66\",\"message\":\"No course-specific reviews available\",\"name\":\"Jee-Seon Kim\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Fall 2025: 3.97 GPA, 100.0% A/AB (n=17 letter grades); Spring 2026: 3.95 GPA, 100.0% A/AB (n=10 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Fall 2025: 3.97 GPA, 100.0% A/AB (n=17 letter grades); Spring 2026: 3.95 GPA, 100.0% A/AB (n=10 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 763\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"source_record\":{\"entity_id\":\"0d734440-650a-324c-b1b6-eecfce1cc36e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JEE-SEON KIM is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]