{"id":"W4205112787","doi":"10.21037/jphe-21-ab009","title":"AB009. How should doctors be paid?—a systematic review of the impacts of provider payment methods for primary care physicians on patient healthcare utilisation","year":2021,"lang":"en","type":"article","venue":"Journal of Public Health and Emergency","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Payment; Health care; Quality (philosophy); Primary care; Business; Affect (linguistics); Nursing; Family medicine; Medicine; Psychology; Finance; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003517944,0.0001496745,0.001033981,0.0001732537,0.0001219796,0.00001733377,0.0001644385,0.00006514369,0.00001770173],"category_scores_gemma":[0.001547495,0.0001108911,0.0003214065,0.0003761751,0.0000221749,0.0001972129,0.00004885717,0.0001821745,2.797483e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003531601,"about_ca_system_score_gemma":0.0007242603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003938856,"about_ca_topic_score_gemma":0.00008769407,"domain_scores_codex":[0.9966305,0.0005248715,0.002130563,0.0001946016,0.0001583784,0.0003610621],"domain_scores_gemma":[0.9957016,0.0001148182,0.003028606,0.0003468224,0.0005109795,0.0002971387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001682272,0.0002550585,0.002984393,0.8848013,0.0001795766,5.719594e-7,0.00850379,0.00000250996,0.000006382266,0.03589768,0.004797939,0.06255393],"study_design_scores_gemma":[0.004287839,0.01153553,0.04496716,0.2535689,0.0004337037,0.0000532356,0.0456651,0.0004562502,0.0006107029,0.0151829,0.6216975,0.001541148],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02045825,0.5140103,0.006075812,0.4525734,0.00237665,0.003657453,0.0003853083,0.000009534381,0.0004532545],"genre_scores_gemma":[0.7736778,0.1914591,0.003263176,0.03099809,0.0002395735,0.0001433213,0.00005487267,0.00004134125,0.0001226615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7532196,"threshold_uncertainty_score":0.4522009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.161945663309509,"score_gpt":0.3832043540804367,"score_spread":0.2212586907709277,"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."}}