{"id":"W4210361055","doi":"10.53379/cjcd.2022.120","title":"Employability Skill Development: Faculty Members’ Perspectives in Non-Professional Programs","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Career Development","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Employability; Medical education; Professional development; Psychology; Pedagogy; Medicine","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":[0.01039282,0.0002740606,0.0003654414,0.001666693,0.007203971,0.004160201,0.0008873414,0.001223233,0.002115782],"category_scores_gemma":[0.02090254,0.0002888872,0.0002950356,0.001263585,0.004044244,0.002640099,0.0038325,0.002476875,0.0002061017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002767901,"about_ca_system_score_gemma":0.004591607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00748392,"about_ca_topic_score_gemma":0.01052926,"domain_scores_codex":[0.9915183,0.005108517,0.0003035336,0.0002839199,0.001252366,0.001533374],"domain_scores_gemma":[0.9747078,0.01218711,0.002932929,0.0004007258,0.003746425,0.00602502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004432747,0.0001204202,0.03291176,0.00008084069,0.000009482738,0.0007315163,0.9482221,0.00006483219,0.001982103,0.0008394362,0.0006514296,0.0143418],"study_design_scores_gemma":[0.000002911335,0.0001183495,0.01728288,0.00005692396,0.000004014158,0.0002777033,0.9760045,0.00007748742,0.0005072608,0.0002098265,0.005440868,0.00001739973],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930211,0.0003512437,0.0005058722,0.001900126,0.00004947198,0.00001663126,0.00001798868,0.00000731374,0.004130302],"genre_scores_gemma":[0.9983141,0.0002912062,0.0001429858,0.0002972218,0.00003359519,0.00001130019,0.00001240335,0.000004206864,0.0008929656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01039282,"threshold_uncertainty_score":0.05496311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06060221724564738,"score_gpt":0.3324369773165182,"score_spread":0.2718347600708708,"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."}}