{"id":"W1950201585","doi":"10.24908/pceea.v0i0.5771","title":"A RETROSPECTIVE: DESIGNING A CAREER DEVELOPMENT PREPARATION COURSE IN A MANDATORY COOP ENGINEERING TECHNOLOGY PROGRAM","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Division of Electrical, Communications and Cyber Systems","keywords":"Employability; Bachelor; Medical education; Experiential learning; Multidisciplinary approach; Career development; Engineering management; Work (physics); Engineering education; Teamwork; Psychology; Engineering; Pedagogy; Medicine; Management; Sociology; Political science","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":[0.006188152,0.0004903002,0.0003479427,0.001457649,0.00445447,0.001547736,0.001028002,0.0007364766,0.002580671],"category_scores_gemma":[0.009327793,0.0007664658,0.0003101509,0.0008692974,0.0009343819,0.0008605111,0.001730558,0.001568662,0.001021121],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005048376,"about_ca_system_score_gemma":0.006609267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01583966,"about_ca_topic_score_gemma":0.04716014,"domain_scores_codex":[0.9978666,0.0006620919,0.0001243792,0.0003249309,0.0004546522,0.0005673471],"domain_scores_gemma":[0.9941701,0.001120652,0.0004237833,0.0002815935,0.001586527,0.002417393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002768178,0.06037594,0.5585641,0.0003799169,0.0000449779,0.001712553,0.1047222,0.0009714036,0.01085077,0.001364904,0.009818644,0.2484265],"study_design_scores_gemma":[0.0004273666,0.03823518,0.7744779,0.0001959469,0.00007154603,0.0006688987,0.116615,0.0008809445,0.01482808,0.0004219214,0.0530359,0.0001413002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9961442,0.00006294763,0.0004787825,0.00015843,0.00002653871,0.0006900157,0.0001778008,0.00001865958,0.002242721],"genre_scores_gemma":[0.9821056,0.0003768216,0.003932254,0.0004336146,0.00003725505,0.0009544531,0.0008608596,0.00002112574,0.01127806],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9949516,"threshold_uncertainty_score":0.03662872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659056471440894,"score_gpt":0.2869885923550949,"score_spread":0.270398027640686,"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."}}