{"id":"W3177452992","doi":"10.24908/pceea.vi0.14917","title":"TRANSFORMATION OF EMPLOYABILITY SKILLS THROUGH CO-OP EXPERIENCES","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"York University","keywords":"Employability; Transformative learning; Psychology; Reflection (computer programming); Pedagogy; Mathematics education; Conceptual framework; Sociology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001975209,0.0004748937,0.0003119281,0.000980798,0.003485621,0.004888826,0.001014311,0.0009480761,0.002786455],"category_scores_gemma":[0.005432281,0.0002323319,0.0003330847,0.0004996698,0.005299909,0.002595621,0.008076518,0.002449514,0.0003466025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383969,"about_ca_system_score_gemma":0.001949698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00219296,"about_ca_topic_score_gemma":0.004024911,"domain_scores_codex":[0.997622,0.0009260472,0.00006010335,0.0001912445,0.0004734538,0.0007272996],"domain_scores_gemma":[0.9974447,0.00097851,0.0002328942,0.0002809741,0.0003207247,0.000742144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001087311,0.001659058,0.02586422,0.00009208122,0.00001529049,0.001981502,0.8685206,0.0006818334,0.006455552,0.01534703,0.00181093,0.07746319],"study_design_scores_gemma":[0.00003133861,0.000762935,0.03064882,0.0001262667,0.00002075027,0.001788073,0.892024,0.001538982,0.007097788,0.01090183,0.0549805,0.00007861459],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792945,0.00004145261,0.003956867,0.0004345323,0.00001633864,0.00004261752,0.000008505907,0.00002139578,0.01618381],"genre_scores_gemma":[0.995073,0.00004996235,0.0008697508,0.00005215163,0.000003580795,0.00002525491,0.000008909874,0.000009278385,0.003908139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.997807,"threshold_uncertainty_score":0.01044601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007275420433913685,"score_gpt":0.263884588834235,"score_spread":0.2566091684003213,"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."}}