[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"227dffb9be6f63c634d3499b2d5ab439027bff64cddb6209b0958c28ea4f3959","record_version_id":"9077873107bd357bd75964f66d7ff0f451f164c2bcc1da1936e1685a0e405924","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"635127c20f2bf60a8f8d656d8e102b90ba9e87b4596e83fe00b2dbf505bcd97f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\",\"r3\",\"r4\",\"r5\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 456,E C E 466,PHYSICS/E C E 235,PHYSICS 241, or graduate/professional standing\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":456,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 456\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":466,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 466\",\"id\":\"r2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":235,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/E C E 235\",\"id\":\"r3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":241,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 241\",\"id\":\"r4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"r5\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"227dffb9be6f63c634d3499b2d5ab439027bff64cddb6209b0958c28ea4f3959","record_version_id":"9077873107bd357bd75964f66d7ff0f451f164c2bcc1da1936e1685a0e405924","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"635127c20f2bf60a8f8d656d8e102b90ba9e87b4596e83fe00b2dbf505bcd97f","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate technical findings clearly in written reports and oral presentations.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"writing\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate technical findings clearly in written reports and oral presentations.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"presentations\"}],\"assumed_background\":[],\"search_phrases\":[\"quantum materials principles\",\"solid-state quantum phenomena\",\"quantum device applications\",\"electronic properties of quantum materials\",\"optical properties of quantum materials\",\"quantum material synthesis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict electronic and optical properties of quantum materials based on the quantum effects they host.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Predicting electronic and optical properties of quantum materials\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Design quantum materials and devices by various synthesis and engineering approaches.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Designing quantum materials and devices using synthesis and engineering approaches\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Establish the big picture of the quantum material research field and identify possible research opportunities.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Identifying research opportunities in the quantum material field\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate technical findings clearly in written reports and oral presentations.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Communicating technical findings in written reports and oral presentations\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Formulate, analyze, and solve open-ended, complex quantum material problems and quantitatively interpret measurement data by integrating advanced disciplinary knowledge and modern characterization techniques.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Solving complex quantum material problems and interpreting measurement data\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"title\",\"quote\":\"QUANTUM MATERIALS: PRINCIPLES AND APPLICATIONS\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications. Includes experimental techniques of engineering solid-state quantum phenomena.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Covers fundamentals of quantum materials, their device applications, and experimental techniques for engineering solid-state quantum phenomena.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Fundamentals of quantum materials and device applications\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Includes experimental techniques of engineering solid-state quantum phenomena.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Experimental techniques for engineering solid-state quantum phenomena\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict electronic and optical properties of quantum materials based on the quantum effects they host.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Electronic and optical properties of quantum materials\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Design quantum materials and devices by various synthesis and engineering approaches.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Synthesis and engineering approaches for quantum materials\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"227dffb9be6f63c634d3499b2d5ab439027bff64cddb6209b0958c28ea4f3959","record_version_id":"9077873107bd357bd75964f66d7ff0f451f164c2bcc1da1936e1685a0e405924","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"635127c20f2bf60a8f8d656d8e102b90ba9e87b4596e83fe00b2dbf505bcd97f","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"227dffb9be6f63c634d3499b2d5ab439027bff64cddb6209b0958c28ea4f3959","record_version_id":"9077873107bd357bd75964f66d7ff0f451f164c2bcc1da1936e1685a0e405924","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"635127c20f2bf60a8f8d656d8e102b90ba9e87b4596e83fe00b2dbf505bcd97f","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"994598ed03bdb7aae9a4a9e1b40760d1a1662eacab9a0d82ee0a6828473bd84d\",\"course_id\":\"MS&E 554\",\"current_instructors\":[{\"instructor_uid\":\"instructor_e01b6c4645ff595461ae2f64\",\"message\":\"No course-specific reviews available\",\"name\":\"Jun Xiao\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"460c0c8376c4845cfe6a0998bf9e4fef6beb58bfd8c770c6de8e41b730fb9f8b","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 456,E C E 466,PHYSICS/E C E 235,PHYSICS 241, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":456,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 456\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":466,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 466\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":235,\"minimum_grade\":null,\"subjects\":[\"ECE\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/E C E 235\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":241,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 241\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"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_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"460c0c8376c4845cfe6a0998bf9e4fef6beb58bfd8c770c6de8e41b730fb9f8b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 456\",\"field\":\"description\",\"quote\":\"Quantitative description of electronic, optical, and magnetic structure-property relationships of materials.\"},{\"course_id\":\"MS&E 456\",\"field\":\"requirements_text\",\"quote\":\"(M S & E 350or351) and (PHYSICS 202,208,248, orE C E/PHYSICS 235)\"}],\"text\":\"Background in material properties and solid-state physics prerequisites.\"},{\"evidence\":[{\"course_id\":\"ECE 466\",\"field\":\"description\",\"quote\":\"Electronic, optical and thermal properties of crystalline solids. Energy-momentum dispersion of fundamental particles and excitations in solids leading to microscopic theories of conductivity\"},{\"course_id\":\"ECE 466\",\"field\":\"requirements_text\",\"quote\":\"(E C E 305or335)\"}],\"text\":\"Background in solid-state electronics and device physics.\"},{\"evidence\":[{\"course_id\":\"ECE/PHYSICS 235\",\"field\":\"description\",\"quote\":\"physical principles underlying solid-state electronic and photonic devices, including elements of quantum mechanics, crystal structure, semiconductor band theory\"}],\"text\":\"Foundational knowledge in solid-state electronics and quantum mechanics.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 241\",\"field\":\"description\",\"quote\":\"experimental origin of quantum theory; atomic structure and spectral lines; topics in solid state\"}],\"text\":\"Introduction to modern physics and quantum theory.\"}],\"search_phrases\":[\"quantum materials device applications\",\"solid-state quantum phenomena engineering\",\"MS&E 554 prerequisites\",\"quantum materials principles applications\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications.\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"experimental techniques of engineering solid-state quantum phenomena.\"}],\"text\":\"Understanding quantum materials and engineering solid-state quantum phenomena.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"title\",\"quote\":\"QUANTUM MATERIALS: PRINCIPLES AND APPLICATIONS\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications.\"}],\"text\":\"Covers fundamentals of quantum materials, their device applications, and experimental techniques for engineering solid-state quantum phenomena.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"broad survey of their device applications\"}],\"text\":\"Quantum materials and device applications.\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"experimental techniques of engineering solid-state quantum phenomena\"}],\"text\":\"Experimental techniques for solid-state quantum phenomena.\"}]}","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_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"460c0c8376c4845cfe6a0998bf9e4fef6beb58bfd8c770c6de8e41b730fb9f8b","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_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"390c194f55df9d18e73124b023fb1f735291beb1971827d4684c2b5f61f69235","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 456,E C E 466,PHYSICS/E C E 235,PHYSICS 241, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":456,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 456\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":466,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 466\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":235,\"minimum_grade\":null,\"subjects\":[\"ECE\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/E C E 235\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":241,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 241\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"390c194f55df9d18e73124b023fb1f735291beb1971827d4684c2b5f61f69235","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 456\",\"field\":\"description\",\"quote\":\"Quantitative description of electronic, optical, and magnetic structure-property relationships of materials.\"},{\"course_id\":\"MS&E 456\",\"field\":\"requirements_text\",\"quote\":\"(M S & E 350or351) and (PHYSICS 202,208,248, orE C E/PHYSICS 235)\"}],\"text\":\"Background in material properties and solid-state physics prerequisites.\"},{\"evidence\":[{\"course_id\":\"ECE 466\",\"field\":\"description\",\"quote\":\"Electronic, optical and thermal properties of crystalline solids. Energy-momentum dispersion of fundamental particles and excitations in solids leading to microscopic theories of conductivity\"},{\"course_id\":\"ECE 466\",\"field\":\"requirements_text\",\"quote\":\"(E C E 305or335)\"}],\"text\":\"Background in solid-state electronics and device physics.\"},{\"evidence\":[{\"course_id\":\"ECE/PHYSICS 235\",\"field\":\"description\",\"quote\":\"physical principles underlying solid-state electronic and photonic devices, including elements of quantum mechanics, crystal structure, semiconductor band theory\"}],\"text\":\"Foundational knowledge in solid-state electronics and quantum mechanics.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 241\",\"field\":\"description\",\"quote\":\"experimental origin of quantum theory; atomic structure and spectral lines; topics in solid state\"}],\"text\":\"Introduction to modern physics and quantum theory.\"}],\"search_phrases\":[\"quantum materials device applications\",\"solid-state quantum phenomena engineering\",\"MS&E 554 prerequisites\",\"quantum materials principles applications\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications.\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"experimental techniques of engineering solid-state quantum phenomena.\"}],\"text\":\"Understanding quantum materials and engineering solid-state quantum phenomena.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"title\",\"quote\":\"QUANTUM MATERIALS: PRINCIPLES AND APPLICATIONS\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications.\"}],\"text\":\"Covers fundamentals of quantum materials, their device applications, and experimental techniques for engineering solid-state quantum phenomena.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"broad survey of their device applications\"}],\"text\":\"Quantum materials and device applications.\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"experimental techniques of engineering solid-state quantum phenomena\"}],\"text\":\"Experimental techniques for solid-state quantum phenomena.\"}]}","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_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"390c194f55df9d18e73124b023fb1f735291beb1971827d4684c2b5f61f69235","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":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"227dffb9be6f63c634d3499b2d5ab439027bff64cddb6209b0958c28ea4f3959","record_version_id":"9077873107bd357bd75964f66d7ff0f451f164c2bcc1da1936e1685a0e405924","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5c14f027355ff63429e7e809ca34ea04a69f12ede086ebd0292228d76c61ac18","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\",\"r3\",\"r4\",\"r5\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 456,E C E 466,PHYSICS/E C E 235,PHYSICS 241, or graduate/professional standing\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":456,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 456\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":466,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 466\",\"id\":\"r2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":235,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/E C E 235\",\"id\":\"r3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":241,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 241\",\"id\":\"r4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"r5\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"227dffb9be6f63c634d3499b2d5ab439027bff64cddb6209b0958c28ea4f3959","record_version_id":"9077873107bd357bd75964f66d7ff0f451f164c2bcc1da1936e1685a0e405924","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5c14f027355ff63429e7e809ca34ea04a69f12ede086ebd0292228d76c61ac18","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate technical findings clearly in written reports and oral presentations.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"writing\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate technical findings clearly in written reports and oral presentations.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"presentations\"}],\"assumed_background\":[],\"search_phrases\":[\"quantum materials principles\",\"solid-state quantum phenomena\",\"quantum device applications\",\"electronic properties of quantum materials\",\"optical properties of quantum materials\",\"quantum material synthesis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict electronic and optical properties of quantum materials based on the quantum effects they host.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Predicting electronic and optical properties of quantum materials\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Design quantum materials and devices by various synthesis and engineering approaches.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Designing quantum materials and devices using synthesis and engineering approaches\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Establish the big picture of the quantum material research field and identify possible research opportunities.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Identifying research opportunities in the quantum material field\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate technical findings clearly in written reports and oral presentations.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Communicating technical findings in written reports and oral presentations\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Formulate, analyze, and solve open-ended, complex quantum material problems and quantitatively interpret measurement data by integrating advanced disciplinary knowledge and modern characterization techniques.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Solving complex quantum material problems and interpreting measurement data\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"title\",\"quote\":\"QUANTUM MATERIALS: PRINCIPLES AND APPLICATIONS\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications. Includes experimental techniques of engineering solid-state quantum phenomena.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Covers fundamentals of quantum materials, their device applications, and experimental techniques for engineering solid-state quantum phenomena.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Fundamentals of quantum materials and device applications\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Includes experimental techniques of engineering solid-state quantum phenomena.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Experimental techniques for engineering solid-state quantum phenomena\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Predict electronic and optical properties of quantum materials based on the quantum effects they host.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Electronic and optical properties of quantum materials\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Design quantum materials and devices by various synthesis and engineering approaches.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Synthesis and engineering approaches for quantum materials\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"227dffb9be6f63c634d3499b2d5ab439027bff64cddb6209b0958c28ea4f3959","record_version_id":"9077873107bd357bd75964f66d7ff0f451f164c2bcc1da1936e1685a0e405924","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5c14f027355ff63429e7e809ca34ea04a69f12ede086ebd0292228d76c61ac18","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"9574273bb606db1d2d51e3a2de5d5ca40ce36d210ce47d641e753fe13222ec1e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 456,E C E 466,PHYSICS/E C E 235,PHYSICS 241, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":456,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 456\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":466,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 466\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":235,\"minimum_grade\":null,\"subjects\":[\"ECE\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/E C E 235\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":241,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 241\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n5\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"9574273bb606db1d2d51e3a2de5d5ca40ce36d210ce47d641e753fe13222ec1e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 456\",\"field\":\"description\",\"quote\":\"Quantitative description of electronic, optical, and magnetic structure-property relationships of materials.\"},{\"course_id\":\"MS&E 456\",\"field\":\"requirements_text\",\"quote\":\"(M S & E 350or351) and (PHYSICS 202,208,248, orE C E/PHYSICS 235)\"}],\"text\":\"Background in material properties and solid-state physics prerequisites.\"},{\"evidence\":[{\"course_id\":\"ECE 466\",\"field\":\"description\",\"quote\":\"Electronic, optical and thermal properties of crystalline solids. Energy-momentum dispersion of fundamental particles and excitations in solids leading to microscopic theories of conductivity\"},{\"course_id\":\"ECE 466\",\"field\":\"requirements_text\",\"quote\":\"(E C E 305or335)\"}],\"text\":\"Background in solid-state electronics and device physics.\"},{\"evidence\":[{\"course_id\":\"ECE/PHYSICS 235\",\"field\":\"description\",\"quote\":\"physical principles underlying solid-state electronic and photonic devices, including elements of quantum mechanics, crystal structure, semiconductor band theory\"}],\"text\":\"Foundational knowledge in solid-state electronics and quantum mechanics.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 241\",\"field\":\"description\",\"quote\":\"experimental origin of quantum theory; atomic structure and spectral lines; topics in solid state\"}],\"text\":\"Introduction to modern physics and quantum theory.\"}],\"search_phrases\":[\"quantum materials device applications\",\"solid-state quantum phenomena engineering\",\"MS&E 554 prerequisites\",\"quantum materials principles applications\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications.\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"experimental techniques of engineering solid-state quantum phenomena.\"}],\"text\":\"Understanding quantum materials and engineering solid-state quantum phenomena.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"title\",\"quote\":\"QUANTUM MATERIALS: PRINCIPLES AND APPLICATIONS\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials and a broad survey of their device applications.\"}],\"text\":\"Covers fundamentals of quantum materials, their device applications, and experimental techniques for engineering solid-state quantum phenomena.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"Fundamentals of quantum materials\"},{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"broad survey of their device applications\"}],\"text\":\"Quantum materials and device applications.\"},{\"evidence\":[{\"course_id\":\"MS&E 554\",\"field\":\"description\",\"quote\":\"experimental techniques of engineering solid-state quantum phenomena\"}],\"text\":\"Experimental techniques for solid-state quantum phenomena.\"}]}","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_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"9574273bb606db1d2d51e3a2de5d5ca40ce36d210ce47d641e753fe13222ec1e","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_ce41e73fbaf93366d27fc534","course_id":"MS&E 554","catalog_version_id":"bb259cf88e4730e620609dcc779c0a39f8b0401e7cf87c168ef30b1ad954b8e9","record_version_id":"20527efc5e4e16e0e3b1b042537de568183dac06f2f2a9a5f846df22dc09d6b1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"9574273bb606db1d2d51e3a2de5d5ca40ce36d210ce47d641e753fe13222ec1e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7f6b2c95458a56386acf4394a803bad3916f77de09f763b30f19d0f6f4fbed2c\",\"course_id\":\"MS&E 554\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[],\"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":false}]