{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002965399,0.0001529822,0.0002554888,0.0003681394,0.001330664,0.00008015981,0.0005834811,0.00007175346,0.002490178],"category_scores_gemma":[0.0002152937,0.0001542741,0.00008502074,0.0006853094,0.00022586,0.0001866652,0.00005600166,0.0005019826,0.0000142597],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005401989,"about_ca_system_score_gemma":0.02613505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01474101,"about_ca_topic_score_gemma":0.3476492,"domain_scores_codex":[0.9973047,0.0003108844,0.0006440925,0.0002559343,0.0008974583,0.0005869732],"domain_scores_gemma":[0.9981458,0.00004729034,0.0002091578,0.0001362126,0.000564286,0.0008972989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009123696,0.0001077667,0.5807507,0.000006971383,0.0000243914,0.00002600593,0.4083672,0.00002497441,9.394441e-7,0.0002084714,0.002127915,0.00834554],"study_design_scores_gemma":[0.0002404509,0.00001957413,0.5392028,0.00002339846,0.000003204726,0.000005841798,0.07190559,2.098825e-7,0.00001380489,0.0001760336,0.3882473,0.0001617794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931253,0.000175739,0.00001639645,0.002898755,0.001485079,0.0003330813,0.000006471867,0.00001122745,0.001947975],"genre_scores_gemma":[0.9935116,0.000001843052,0.003877527,0.0002075155,0.00009353295,0.00007073559,0.00001894695,0.00001312449,0.002205165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3861194,"threshold_uncertainty_score":0.9999695,"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."}}