{"id":"W4366331144","doi":"10.46747/cfp.6904295","title":"Family medicine has become more complex","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Family doctors; Payment; Health care; Family medicine; Medicine; Computer science; Political science; World Wide Web; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005006166,0.0003320966,0.0006858016,0.0006727818,0.002053958,0.0000164365,0.0005399573,0.0002500502,0.0001398372],"category_scores_gemma":[0.0000498792,0.0003104194,0.0001194625,0.001329518,0.0002891977,0.0001596805,0.0001025106,0.0007947595,0.005819757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551277,"about_ca_system_score_gemma":0.005136956,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1638075,"about_ca_topic_score_gemma":0.08667868,"domain_scores_codex":[0.9964117,0.0002369773,0.0006682575,0.0004843514,0.000406172,0.001792516],"domain_scores_gemma":[0.9971985,0.000409196,0.0001690856,0.0007469162,0.0002131315,0.001263192],"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":[0.000007979706,0.000005151101,0.002197138,0.0001369861,0.00002953888,0.00007408192,0.001192304,0.000003061958,0.0007385937,0.002422491,0.9837987,0.009393936],"study_design_scores_gemma":[0.0005494598,0.00004308244,0.3106491,0.00007851484,0.00001869655,1.204567e-7,0.004955388,0.00005982363,8.325591e-7,0.001052176,0.6823661,0.0002266812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.07051363,0.0006431135,0.00001100031,0.1270703,0.003238732,0.001153945,0.0006666453,0.0006747036,0.7960279],"genre_scores_gemma":[0.1215876,0.0001213587,0.00005524368,0.8694178,0.001943922,0.0001518962,0.001039208,0.00009634977,0.005586626],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7904413,"threshold_uncertainty_score":0.9999348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1958140114266161,"score_gpt":0.419676037090926,"score_spread":0.22386202566431,"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."}}