{"id":"W3130559859","doi":"10.46747/cfp.6702146","title":"CFPCLearn: anytime, anywhere, by FPs, for FPs","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"IMG; Computer science; Clinical Practice; Medicine; Family medicine; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009350138,0.001071111,0.0005188145,0.001372825,0.002666577,0.003602246,0.001743804,0.00327536,0.8613461],"category_scores_gemma":[0.01142679,0.0004713586,0.0006157153,0.0009875317,0.0008744514,0.006310559,0.006013589,0.002835896,0.7370635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002036759,"about_ca_system_score_gemma":0.003350422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02185501,"about_ca_topic_score_gemma":0.06480133,"domain_scores_codex":[0.9990762,0.00009726192,0.0000251044,0.0001229971,0.0004229303,0.0002554319],"domain_scores_gemma":[0.9920603,0.000860397,0.0001696245,0.0004471256,0.002079348,0.004383326],"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":[0.000005818861,0.000007607581,0.00003602325,0.00001248833,1.807789e-7,0.00002504568,0.000025959,0.000006940072,0.00002808339,0.0001527334,0.9807913,0.01890782],"study_design_scores_gemma":[0.000009228588,0.000009342813,0.0002684146,0.00006213002,7.554465e-7,0.0001017757,0.0001360198,0.00004618776,0.0000930069,0.0005000433,0.9987592,0.00001408338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000969924,0.0003921091,0.004009216,0.01485464,0.008343116,0.000364544,0.006063165,0.02752268,0.9374807],"genre_scores_gemma":[0.005589443,0.000444687,0.005051785,0.005922619,0.001332788,0.0002977543,0.003268229,0.005173804,0.9729189],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8613461,"threshold_uncertainty_score":0.1977729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01831465993292996,"score_gpt":0.2224622973250171,"score_spread":0.2041476373920871,"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."}}