{"id":"W2946288728","doi":"10.22374/cjgim.v14i2.372","title":"We have lift-off! The Launch of Competence by Design in Canada","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Lift (data mining); Aeronautics; Competence (human resources); Management; Engineering; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01456608,0.0005400857,0.0005225592,0.001288502,0.01071825,0.0104857,0.001565029,0.00522627,0.03217193],"category_scores_gemma":[0.018701,0.0005981991,0.0008476881,0.00154161,0.01009122,0.003515163,0.005697362,0.009168574,0.004555471],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0852664,"about_ca_system_score_gemma":0.3004881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9100502,"about_ca_topic_score_gemma":0.9552863,"domain_scores_codex":[0.9818826,0.001825699,0.0004070343,0.0009014755,0.01116888,0.003814406],"domain_scores_gemma":[0.9421467,0.00209245,0.0006750689,0.001229597,0.01867962,0.03517655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008903455,0.0001390699,0.003123854,0.0002342283,0.00001501493,0.0001390345,0.002469861,0.0002317352,0.000905525,0.04456184,0.842101,0.1059897],"study_design_scores_gemma":[0.00002659909,0.0000730454,0.005358314,0.00030458,0.000006083533,0.00006037524,0.001606389,0.0001672598,0.0004103105,0.002641491,0.9892955,0.00005005746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01264976,0.0113888,0.00694156,0.8264821,0.02006984,0.000174016,0.0007792375,0.0006705759,0.1208441],"genre_scores_gemma":[0.2376103,0.02232118,0.03333601,0.2912088,0.002680079,0.0002728774,0.001423077,0.001051501,0.4100961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9147336,"threshold_uncertainty_score":0.618654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03446612482956141,"score_gpt":0.2849255594256894,"score_spread":0.250459434596128,"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."}}