{"id":"W4312043037","doi":"10.29173/ijll23","title":"Implementation of professional skills into technical education programs.","year":2022,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Lethbridge College","funders":"","keywords":"Stakeholder; Curriculum; Inclusion (mineral); Medical education; Focus group; Professional development; Psychology; Skills management; Pedagogy; Public relations; Political science; Medicine; Business; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006320306,0.0002628396,0.0001635692,0.001040224,0.001970338,0.002132636,0.001515716,0.0006598454,0.007314326],"category_scores_gemma":[0.01279381,0.0002049006,0.0003567146,0.0006752837,0.0008079289,0.00112571,0.003730323,0.001309872,0.00113068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007775355,"about_ca_system_score_gemma":0.05727175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04789189,"about_ca_topic_score_gemma":0.1287498,"domain_scores_codex":[0.9945667,0.001628916,0.0001360834,0.0003274099,0.00182659,0.001514364],"domain_scores_gemma":[0.9874026,0.001751279,0.0010758,0.0006461124,0.002904384,0.006219792],"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":[0.0000602104,0.00337932,0.03158944,0.0009773176,0.00001988398,0.0001805411,0.01635482,0.0004931232,0.00262053,0.006760742,0.01412233,0.9234417],"study_design_scores_gemma":[0.0001543733,0.004278015,0.520656,0.003236303,0.00009754668,0.000644059,0.04733954,0.002255046,0.006727605,0.007231481,0.4072935,0.00008651764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6805512,0.002470636,0.01735118,0.0205967,0.0006723088,0.00275182,0.0004153723,0.0008542053,0.2743365],"genre_scores_gemma":[0.9430502,0.001211116,0.02072419,0.002503172,0.00006948338,0.0005411694,0.000328575,0.00004742749,0.03152468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04789189,"threshold_uncertainty_score":0.09522623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951000979830188,"score_gpt":0.3416483538174538,"score_spread":0.312138344019152,"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."}}