{"id":"W4403443555","doi":"10.46747/cfp.7010666","title":"Where preparation meets opportunity","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta; McMaster University","funders":"University of Alberta; McMaster University","keywords":"Data science; Computer science; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001875478,0.0009711055,0.0004884651,0.0009750336,0.007920665,0.007228844,0.001415756,0.005604357,0.5073665],"category_scores_gemma":[0.01174231,0.0008285333,0.000737514,0.0004190409,0.001445707,0.007670185,0.00916465,0.0091564,0.3908239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001403865,"about_ca_system_score_gemma":0.00565537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008183915,"about_ca_topic_score_gemma":0.0220204,"domain_scores_codex":[0.9970938,0.0005757122,0.00008918459,0.0002530699,0.0009621892,0.00102613],"domain_scores_gemma":[0.9910219,0.0003213223,0.0002136754,0.0002436559,0.001711567,0.006487748],"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":[0.00000574188,0.00001546016,0.00005055093,0.00001696771,7.870439e-7,0.00004656535,0.00007050463,0.000003428918,0.0000430471,0.0006734923,0.9881456,0.01092785],"study_design_scores_gemma":[0.000006744963,0.00001294032,0.0002102234,0.00007663835,0.000001313512,0.0001560312,0.0004365827,0.00001019795,0.00005533294,0.0004839972,0.9985372,0.00001276149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001070198,0.001611501,0.003329686,0.1824644,0.0690381,0.0004454992,0.0005984348,0.004476976,0.7369652],"genre_scores_gemma":[0.01183119,0.001885441,0.003198196,0.1107201,0.009403988,0.0003293064,0.0005073487,0.001825257,0.8602991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5073665,"threshold_uncertainty_score":0.7026819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0485097633213003,"score_gpt":0.4057209925059258,"score_spread":0.3572112291846255,"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."}}