{"id":"W4385841163","doi":"10.46747/cfp.6908520","title":"Should family medicine residents in Canada do a third year of training?","year":2023,"lang":"en","type":"editorial","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Alternative medicine; Medicine; Data science; Family medicine; Computer science; Medical education; Pathology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001068636,0.0005977802,0.001932508,0.0009711797,0.0003939524,0.000009089486,0.001071216,0.001233241,0.00003284283],"category_scores_gemma":[0.0008449248,0.0006007772,0.0001432691,0.001147655,0.0001372113,0.0001051084,0.0001310065,0.003618671,0.0002366004],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01325704,"about_ca_system_score_gemma":0.1767508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9993433,"about_ca_topic_score_gemma":0.9997551,"domain_scores_codex":[0.9934546,0.0005129772,0.001644645,0.0007768218,0.001554816,0.002056078],"domain_scores_gemma":[0.993581,0.003133833,0.0006866081,0.0009865001,0.0004936052,0.001118484],"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":[0.00003568947,0.000005200583,0.0007833961,0.0007816323,0.00006013427,0.0001835653,0.001235135,0.000001960804,0.00001099144,0.0001362379,0.994676,0.002090052],"study_design_scores_gemma":[0.001183923,0.00006925534,0.03073827,0.001956558,0.00005865299,1.873157e-8,0.01397822,0.000001846573,2.561698e-7,0.000478188,0.9510843,0.0004505695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001595156,0.001176025,2.858567e-7,0.002692682,0.7661469,0.0009145205,0.003341324,0.00006108853,0.224072],"genre_scores_gemma":[0.003100811,0.001284718,0.00002228711,0.204814,0.7818279,0.0003140622,0.002188742,0.0003999659,0.006047548],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2180245,"threshold_uncertainty_score":0.9996443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0913104214863997,"score_gpt":0.388841704388052,"score_spread":0.2975312829016523,"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."}}