{"id":"W2097570336","doi":"10.24908/pceea.v0i0.4639","title":"A NOVEL FACULTY-WIDE APPROACH TO TEACHING SECOND YEAR ENGINEERING DESIGN AND PROFESSIONAL PRACTICE","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Curriculum; Medical education; Course (navigation); Process (computing); Engineering; Engineering management; Mathematics education; Science and engineering; Engineering ethics; Computer science; Psychology; Medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000895371,0.0002337609,0.0001844096,0.0003420685,0.0001412577,0.000101223,0.0002316897,0.0001614356,0.0000135324],"category_scores_gemma":[0.00172527,0.0002358206,0.0000484202,0.0004323732,0.000006172117,0.0006032006,0.00003525456,0.0004287887,0.00001219372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001731055,"about_ca_system_score_gemma":0.0002643889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002558999,"about_ca_topic_score_gemma":0.00003401305,"domain_scores_codex":[0.9986876,0.000007135063,0.0003014267,0.000180072,0.0003343734,0.0004894304],"domain_scores_gemma":[0.9989356,0.0001163948,0.0001169743,0.0000981916,0.0002576941,0.0004751038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001274219,0.001017081,0.05283187,0.002964124,0.001003729,1.284527e-7,0.04402208,0.2371004,0.05155345,0.08044547,0.5265768,0.002472142],"study_design_scores_gemma":[0.0006529255,0.00002971553,0.3177646,0.0006172001,0.0001579128,0.00005727802,0.00335332,0.04811283,0.006022343,0.00002522929,0.6216272,0.001579425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8486748,0.001282033,0.05880341,0.0124037,0.02471717,0.005769696,0.0001651903,0.002146134,0.04603789],"genre_scores_gemma":[0.8763408,0.000004398737,0.1210005,0.0003419002,0.0002674658,0.0002194954,0.00001397273,0.00007697997,0.001734441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2649328,"threshold_uncertainty_score":0.9616484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008862433093950368,"score_gpt":0.2209655995097663,"score_spread":0.2121031664158159,"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."}}