{"id":"W3001387697","doi":"10.24908/pceea.vi0.13474","title":"STUDENT AND INSTRUCTOR SATISFACTION AND ENGAGEMENT WITH BLENDED LEARNING IN CHEMICAL ENGINEERING DESIGN","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Student engagement; Accreditation; Medical education; Capstone; Blended learning; Psychology; Engineering education; Class (philosophy); Mathematics education; Engineering; Medicine; Computer science; Educational technology; Engineering management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003085485,0.0001708763,0.0001640189,0.0002956364,0.00004309641,0.00007912042,0.00008552809,0.0001001082,0.00001279489],"category_scores_gemma":[0.0001370861,0.0001685802,0.00001831875,0.0003566982,0.000006826647,0.0001803829,0.00001907212,0.0003306166,0.000002436811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438663,"about_ca_system_score_gemma":0.0002109517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004257706,"about_ca_topic_score_gemma":0.0002792488,"domain_scores_codex":[0.9991319,0.000005171308,0.0002215969,0.0001720309,0.0002193898,0.0002499191],"domain_scores_gemma":[0.9995744,0.00004487091,0.00007773156,0.00005692833,0.0001052133,0.0001408835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003785161,0.00003267796,0.8396898,0.0007500944,0.000146258,1.537651e-7,0.004870797,0.1259274,0.02159935,0.002719619,0.0006875556,0.003572488],"study_design_scores_gemma":[0.0003629213,0.00001769754,0.9670908,0.0002580389,0.00002152254,0.000007157415,0.0006372587,0.02548189,0.003852518,0.00001070397,0.001947581,0.0003119218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982021,0.0001061443,0.00005183994,0.0003038045,0.0005379018,0.0003744292,0.000001323009,0.0001092477,0.0003132213],"genre_scores_gemma":[0.9958632,0.00003298686,0.003770114,0.00002196243,0.00003699064,0.00007082464,0.000002403044,0.00003677662,0.0001647312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.127401,"threshold_uncertainty_score":0.6874502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00343238621112388,"score_gpt":0.1769325403025716,"score_spread":0.1735001540914477,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}