[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"14ee3793594abbb8e1fdd76bed494bfd7a706492634118ff1fb48e37051b895e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"14ee3793594abbb8e1fdd76bed494bfd7a706492634118ff1fb48e37051b895e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Knowledge of mechanics/strength of materials [such asE M A 303or M E 306] strongly encouraged.\"}],\"text\":\"Mechanics and strength of materials, specifically via EMA 303 or ME 306.\"}],\"search_phrases\":[\"friction lubrication wear\",\"surface damage scuffing pitting\",\"rheological effects lubrication\",\"surface interaction metal cutting\",\"EMA 303 mechanics of materials\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading.\"}],\"text\":\"Analyze behavior of frictional surfaces under various loading conditions.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"Identify mechanisms of heat generation and surface damage.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Rheological effects. Effect of lubrication.\"}],\"text\":\"Evaluate rheological effects and lubrication impact.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Surface interaction in metal cutting. Design considerations.\"}],\"text\":\"Apply design considerations to surface interactions in metal cutting.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"title\",\"quote\":\"FRICTION, LUBRICATION AND WEAR\"},{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading. Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"ME 753 covers friction, lubrication, and wear, focusing on surface behavior, damage mechanisms, and design considerations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading.\"}],\"text\":\"Frictional surface behavior under loading.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"Heat generation and surface damage mechanisms.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Rheological effects. Effect of lubrication.\"}],\"text\":\"Rheological effects and lubrication.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Surface interaction in metal cutting.\"}],\"text\":\"Surface interaction in metal cutting.\"}]}","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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"14ee3793594abbb8e1fdd76bed494bfd7a706492634118ff1fb48e37051b895e","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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"5c0e52d061fb97b5459743e1b1f42fe740b918995a36e74c3cc5d21b1f4635bd","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"5c0e52d061fb97b5459743e1b1f42fe740b918995a36e74c3cc5d21b1f4635bd","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Knowledge of mechanics/strength of materials [such asE M A 303or M E 306] strongly encouraged.\"}],\"text\":\"Mechanics and strength of materials, specifically via EMA 303 or ME 306.\"}],\"search_phrases\":[\"friction lubrication wear\",\"surface damage scuffing pitting\",\"rheological effects lubrication\",\"surface interaction metal cutting\",\"EMA 303 mechanics of materials\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading.\"}],\"text\":\"Analyze behavior of frictional surfaces under various loading conditions.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"Identify mechanisms of heat generation and surface damage.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Rheological effects. Effect of lubrication.\"}],\"text\":\"Evaluate rheological effects and lubrication impact.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Surface interaction in metal cutting. Design considerations.\"}],\"text\":\"Apply design considerations to surface interactions in metal cutting.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"title\",\"quote\":\"FRICTION, LUBRICATION AND WEAR\"},{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading. Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"ME 753 covers friction, lubrication, and wear, focusing on surface behavior, damage mechanisms, and design considerations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading.\"}],\"text\":\"Frictional surface behavior under loading.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"Heat generation and surface damage mechanisms.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Rheological effects. Effect of lubrication.\"}],\"text\":\"Rheological effects and lubrication.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Surface interaction in metal cutting.\"}],\"text\":\"Surface interaction in metal cutting.\"}]}","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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"5c0e52d061fb97b5459743e1b1f42fe740b918995a36e74c3cc5d21b1f4635bd","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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"80a1d882be7369f12105806f6425827b2bcdbd50a47b1036fc975c10f79ebcf5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"80a1d882be7369f12105806f6425827b2bcdbd50a47b1036fc975c10f79ebcf5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Knowledge of mechanics/strength of materials [such asE M A 303or M E 306] strongly encouraged.\"}],\"text\":\"Mechanics and strength of materials, specifically via EMA 303 or ME 306.\"}],\"search_phrases\":[\"friction lubrication wear\",\"surface damage scuffing pitting\",\"rheological effects lubrication\",\"surface interaction metal cutting\",\"EMA 303 mechanics of materials\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading.\"}],\"text\":\"Analyze behavior of frictional surfaces under various loading conditions.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"Identify mechanisms of heat generation and surface damage.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Rheological effects. Effect of lubrication.\"}],\"text\":\"Evaluate rheological effects and lubrication impact.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Surface interaction in metal cutting. Design considerations.\"}],\"text\":\"Apply design considerations to surface interactions in metal cutting.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"title\",\"quote\":\"FRICTION, LUBRICATION AND WEAR\"},{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading. Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"ME 753 covers friction, lubrication, and wear, focusing on surface behavior, damage mechanisms, and design considerations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Behavior of frictional surfaces under different types of loading.\"}],\"text\":\"Frictional surface behavior under loading.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Mechanisms of heat generation and surface damage (wear, scuffing, pitting, fretting, etc.).\"}],\"text\":\"Heat generation and surface damage mechanisms.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Rheological effects. Effect of lubrication.\"}],\"text\":\"Rheological effects and lubrication.\"},{\"evidence\":[{\"course_id\":\"ME 753\",\"field\":\"description\",\"quote\":\"Surface interaction in metal cutting.\"}],\"text\":\"Surface interaction in metal cutting.\"}]}","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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"80a1d882be7369f12105806f6425827b2bcdbd50a47b1036fc975c10f79ebcf5","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_4041e7c2dc0db0cff9ed6264","course_id":"ME 753","catalog_version_id":"c223f4427a7d9a8b3822a456e2634324543dc4e41d6e1f9e43aa0b8596def6c0","record_version_id":"d344a88fccfc667d6ff92844914fd4f92f66a707f344432a09fc39f018e3ee2a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"80a1d882be7369f12105806f6425827b2bcdbd50a47b1036fc975c10f79ebcf5","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ce8f0e3a21aaac4ae8320ed9224ffbe64bf245d467e8f97686b50afbfa6cb322\",\"course_id\":\"ME 753\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ME 753\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c097b6c4-b8f5-3304-a72a-4547ff551e8f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ME 753\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c097b6c4-b8f5-3304-a72a-4547ff551e8f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ME 753\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c097b6c4-b8f5-3304-a72a-4547ff551e8f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.92 GPA, 100.0% A/AB (n=6 letter grades); Spring 2024: 3.67 GPA, 80.0% A/AB (n=20 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=12 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}]