[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"efd7707a45c3f1373140ce74b727e6ce62331c8c636b4e7dbd3c6815e950a5bf","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":763,\"minimum_grade\":null,\"subjects\":[\"EDPSYCH\"],\"timing\":\"prior\"},\"evidence\":\"ED PSYCH 763\",\"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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"efd7707a45c3f1373140ce74b727e6ce62331c8c636b4e7dbd3c6815e950a5bf","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"An applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"},{\"course_id\":\"EDPSYCH 763\",\"field\":\"requirements_text\",\"quote\":\"ED PSYCH 761\"}],\"text\":\"Prerequisite: EDPSYCH 763\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 761\",\"field\":\"description\",\"quote\":\"Analysis of variance and covariance, multiple linear regression; chi-square and various nonparametric techniques.\"},{\"course_id\":\"EDPSYCH 761\",\"field\":\"requirements_text\",\"quote\":\"ED PSYCH 760\"}],\"text\":\"Prerequisite: EDPSYCH 761\"},{\"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.\"},{\"course_id\":\"EDPSYCH 760\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Prerequisite: EDPSYCH 760 and graduate/professional standing\"}],\"search_phrases\":[\"hierarchical linear modeling\",\"multilevel models\",\"longitudinal data analysis\",\"random effects models\",\"EDPSYCH 964 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"Introduction to the statistical methodology of hierarchical linear modeling, including random intercept and random slope and intercept models\"}],\"text\":\"Hierarchical linear modeling\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"models for longitudinal data\"}],\"text\":\"Longitudinal data analysis\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"multilevel generalized linear models\"}],\"text\":\"Multilevel generalized linear models\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"title\",\"quote\":\"HIERARCHICAL LINEAR MODELING\"},{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"Introduction to the statistical methodology of hierarchical linear modeling\"}],\"text\":\"Introduction to hierarchical linear modeling, including random effects, longitudinal data, and multilevel generalized linear models.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"random intercept and random slope and intercept models\"}],\"text\":\"Random intercept and slope models\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"models for longitudinal data\"}],\"text\":\"Longitudinal data models\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"multilevel generalized linear models\"}],\"text\":\"Multilevel generalized linear models\"}]}","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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"efd7707a45c3f1373140ce74b727e6ce62331c8c636b4e7dbd3c6815e950a5bf","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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"f1552499cb12365a0b37f3d96a1c15dc15cc668623ecac6cd273c353dd8be609","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":763,\"minimum_grade\":null,\"subjects\":[\"EDPSYCH\"],\"timing\":\"prior\"},\"evidence\":\"ED PSYCH 763\",\"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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"f1552499cb12365a0b37f3d96a1c15dc15cc668623ecac6cd273c353dd8be609","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"An applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"},{\"course_id\":\"EDPSYCH 763\",\"field\":\"requirements_text\",\"quote\":\"ED PSYCH 761\"}],\"text\":\"Prerequisite: EDPSYCH 763\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 761\",\"field\":\"description\",\"quote\":\"Analysis of variance and covariance, multiple linear regression; chi-square and various nonparametric techniques.\"},{\"course_id\":\"EDPSYCH 761\",\"field\":\"requirements_text\",\"quote\":\"ED PSYCH 760\"}],\"text\":\"Prerequisite: EDPSYCH 761\"},{\"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.\"},{\"course_id\":\"EDPSYCH 760\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Prerequisite: EDPSYCH 760 and graduate/professional standing\"}],\"search_phrases\":[\"hierarchical linear modeling\",\"multilevel models\",\"longitudinal data analysis\",\"random effects models\",\"EDPSYCH 964 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"Introduction to the statistical methodology of hierarchical linear modeling, including random intercept and random slope and intercept models\"}],\"text\":\"Hierarchical linear modeling\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"models for longitudinal data\"}],\"text\":\"Longitudinal data analysis\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"multilevel generalized linear models\"}],\"text\":\"Multilevel generalized linear models\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"title\",\"quote\":\"HIERARCHICAL LINEAR MODELING\"},{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"Introduction to the statistical methodology of hierarchical linear modeling\"}],\"text\":\"Introduction to hierarchical linear modeling, including random effects, longitudinal data, and multilevel generalized linear models.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"random intercept and random slope and intercept models\"}],\"text\":\"Random intercept and slope models\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"models for longitudinal data\"}],\"text\":\"Longitudinal data models\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"multilevel generalized linear models\"}],\"text\":\"Multilevel generalized linear models\"}]}","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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"f1552499cb12365a0b37f3d96a1c15dc15cc668623ecac6cd273c353dd8be609","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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b4a4550b77c28e9b3318df478269f17cef2d39005380e78a3f28e4e945a5bfb2","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":763,\"minimum_grade\":null,\"subjects\":[\"EDPSYCH\"],\"timing\":\"prior\"},\"evidence\":\"ED PSYCH 763\",\"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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b4a4550b77c28e9b3318df478269f17cef2d39005380e78a3f28e4e945a5bfb2","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 763\",\"field\":\"description\",\"quote\":\"An applied introduction to regression techniques is given, covering nonparametric regression, multiple linear regression and logistic regression.\"},{\"course_id\":\"EDPSYCH 763\",\"field\":\"requirements_text\",\"quote\":\"ED PSYCH 761\"}],\"text\":\"Prerequisite: EDPSYCH 763\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 761\",\"field\":\"description\",\"quote\":\"Analysis of variance and covariance, multiple linear regression; chi-square and various nonparametric techniques.\"},{\"course_id\":\"EDPSYCH 761\",\"field\":\"requirements_text\",\"quote\":\"ED PSYCH 760\"}],\"text\":\"Prerequisite: EDPSYCH 761\"},{\"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.\"},{\"course_id\":\"EDPSYCH 760\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Prerequisite: EDPSYCH 760 and graduate/professional standing\"}],\"search_phrases\":[\"hierarchical linear modeling\",\"multilevel models\",\"longitudinal data analysis\",\"random effects models\",\"EDPSYCH 964 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"Introduction to the statistical methodology of hierarchical linear modeling, including random intercept and random slope and intercept models\"}],\"text\":\"Hierarchical linear modeling\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"models for longitudinal data\"}],\"text\":\"Longitudinal data analysis\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"multilevel generalized linear models\"}],\"text\":\"Multilevel generalized linear models\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"title\",\"quote\":\"HIERARCHICAL LINEAR MODELING\"},{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"Introduction to the statistical methodology of hierarchical linear modeling\"}],\"text\":\"Introduction to hierarchical linear modeling, including random effects, longitudinal data, and multilevel generalized linear models.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"random intercept and random slope and intercept models\"}],\"text\":\"Random intercept and slope models\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"models for longitudinal data\"}],\"text\":\"Longitudinal data models\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 964\",\"field\":\"description\",\"quote\":\"multilevel generalized linear models\"}],\"text\":\"Multilevel generalized linear models\"}]}","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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b4a4550b77c28e9b3318df478269f17cef2d39005380e78a3f28e4e945a5bfb2","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_e1b937d204037746c36a0f8f","course_id":"EDPSYCH 964","catalog_version_id":"065887bc4273ee9527727318f84166ea1a696d9221fdac817fde0745bb1deef0","record_version_id":"87d59d1258019d67b3d7b6d237607260e02c0202f9ad35be58475f33c7370929","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b4a4550b77c28e9b3318df478269f17cef2d39005380e78a3f28e4e945a5bfb2","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"1998e628bc69f086080e1b93b0c8a4586b0b0577748b5776aff2725996609643\",\"course_id\":\"EDPSYCH 964\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EDPSYCH 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"666b65e6-ba35-3f2d-889e-131e9104df8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"666b65e6-ba35-3f2d-889e-131e9104df8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"666b65e6-ba35-3f2d-889e-131e9104df8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.90 GPA, 89.7% A/AB (n=29 letter grades); Spring 2025: 3.97 GPA, 100.0% A/AB (n=19 letter grades); Spring 2026: 3.94 GPA, 100.0% A/AB (n=16 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"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}]