{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007823739,0.0001605397,0.000363248,0.0002403373,0.001439912,0.000004385172,0.0004531124,0.0001334726,0.00001036323],"category_scores_gemma":[0.00008486932,0.0001123326,0.00008064936,0.0009273121,0.0002096512,0.00006674615,0.00006126971,0.0004661123,0.001207938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005999675,"about_ca_system_score_gemma":0.004287997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09633316,"about_ca_topic_score_gemma":0.04772609,"domain_scores_codex":[0.9976611,0.0002678333,0.0005363474,0.0002176974,0.0002947889,0.001022264],"domain_scores_gemma":[0.9976512,0.000933369,0.0001726211,0.0005838198,0.0001805912,0.0004783548],"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":[0.000008432483,0.000002686064,0.0008602293,0.00008458925,0.00002463066,0.00001002717,0.0005963321,0.000002941788,0.0006747292,0.03234235,0.9415041,0.02388898],"study_design_scores_gemma":[0.0003184431,0.00004527625,0.1584053,0.00008304745,0.00001563672,3.200865e-8,0.006275239,0.00003641193,0.000005196302,0.004164888,0.8305488,0.0001017861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.06475074,0.001749501,0.000006591883,0.04079907,0.00310404,0.0007263025,0.0001410963,0.0001558735,0.8885668],"genre_scores_gemma":[0.1843985,0.0009378492,0.00002256634,0.802652,0.001603963,0.000142124,0.0001150767,0.0000726276,0.01005529],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8785115,"threshold_uncertainty_score":0.99986,"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."}}