{"id":"W1753053576","doi":"10.24908/pceea.v0i0.4649","title":"CONTINUOUS IMPROVEMENT OF A PROFESSIONAL SKILLS DEVELOPMENT COURSE","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Course (navigation); Professional development; Medical education; Psychology; Mathematics education; Computer science; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002715371,0.0002377273,0.0003594367,0.000764218,0.001442029,0.0007547102,0.0009584411,0.0006546059,0.03197801],"category_scores_gemma":[0.006335229,0.0001326603,0.0002626191,0.0003880887,0.0002822479,0.000358926,0.0009810064,0.000845446,0.003416109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00188658,"about_ca_system_score_gemma":0.007686581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008660518,"about_ca_topic_score_gemma":0.0154931,"domain_scores_codex":[0.9981048,0.0004014077,0.00009230765,0.0002648587,0.0007725987,0.0003640262],"domain_scores_gemma":[0.9944919,0.0008022544,0.0002880667,0.0005056371,0.001773987,0.002138135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01498784,0.01996707,0.02979738,0.0004652327,0.00004711946,0.000328128,0.0006761054,0.001453606,0.01341868,0.001234717,0.04331777,0.8743062],"study_design_scores_gemma":[0.007409735,0.06772365,0.7018816,0.0006857144,0.0001573276,0.000484183,0.001541006,0.01577849,0.03571934,0.001584147,0.166877,0.0001577963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8931901,0.0003580219,0.006887752,0.00211931,0.000926569,0.003828623,0.001588539,0.0008559137,0.09024513],"genre_scores_gemma":[0.9365559,0.0001451204,0.007644933,0.0006922765,0.0001470235,0.001579343,0.0009740064,0.00006288019,0.05219833],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03197801,"threshold_uncertainty_score":0.1069771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007502482941241502,"score_gpt":0.2632697903218645,"score_spread":0.255767307380623,"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."}}