{"id":"W4366336448","doi":"10.46747/cfp.6904269","title":"The value of family medicine","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Doug Bragg Enterprises (Canada); College of Family Physicians of Canada; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Value (mathematics); Alternative medicine; Family medicine; Medicine; Family doctors; Data science; Computer science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.007240358,0.0004322405,0.0005945476,0.001944228,0.005278309,0.005255851,0.001552647,0.00507963,0.02466618],"category_scores_gemma":[0.03344763,0.000246868,0.0004810537,0.0009690846,0.007564387,0.005560325,0.003942022,0.007402888,0.002890083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01340169,"about_ca_system_score_gemma":0.0239791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07189181,"about_ca_topic_score_gemma":0.1471625,"domain_scores_codex":[0.9928898,0.002625612,0.0001881412,0.0004084761,0.003318819,0.00056911],"domain_scores_gemma":[0.9652898,0.01099433,0.001731738,0.001476358,0.008441737,0.01206599],"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":[0.00005513215,0.0001132303,0.0054281,0.000585918,0.00005856933,0.0007956906,0.001662359,0.0002130248,0.0001844289,0.07380359,0.5819508,0.3351491],"study_design_scores_gemma":[0.00002199148,0.00004671772,0.006298748,0.00416092,0.00002552482,0.001771366,0.002062256,0.0001228441,0.00007221139,0.03813824,0.9472297,0.0000494779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002145813,0.0863097,0.001177972,0.8265498,0.008008052,0.0000183127,0.0001389687,0.00007668634,0.07557467],"genre_scores_gemma":[0.3032691,0.3095892,0.008448064,0.2907714,0.06298113,0.00008994564,0.0002856712,0.0001306427,0.02443485],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07189181,"threshold_uncertainty_score":0.1429467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08593337491344229,"score_gpt":0.4014390086381984,"score_spread":0.3155056337247561,"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."}}