{"id":"W2416593557","doi":"10.1007/s11926-016-0596-6","title":"Incentives in Rheumatology: the Potential Contribution of Physician Responses to Financial Incentives, Public Reporting, and Treatment Guidelines to Health Care Sustainability","year":2016,"lang":"en","type":"review","venue":"Current Rheumatology Reports","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia; St. Paul's Hospital; University of British Columbia Hospital","funders":"","keywords":"Rheumatology; Medicine; Incentive; Public health; Sustainability; Family medicine; Finance; Internal medicine; Business; Nursing; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01288729,0.0009352626,0.005727249,0.0008609411,0.001181577,0.00003438439,0.0004521845,0.000868061,0.00002315947],"category_scores_gemma":[0.08903303,0.000606895,0.0004834967,0.00100631,0.0005663788,0.0002751317,0.0009483743,0.001351923,0.00002767304],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003877886,"about_ca_system_score_gemma":0.02280993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003309229,"about_ca_topic_score_gemma":0.003520988,"domain_scores_codex":[0.9678106,0.01542444,0.01229473,0.001952039,0.0006108448,0.001907385],"domain_scores_gemma":[0.9722597,0.003371686,0.01832223,0.001814329,0.003574332,0.0006577295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001925044,0.0002829135,0.1805652,0.02213421,0.0001043002,0.0001137265,0.003554183,1.327486e-7,1.163424e-7,0.001481127,0.003153625,0.788418],"study_design_scores_gemma":[0.00053323,0.0002983212,0.01350142,0.03284232,0.0001161244,0.0003822694,0.002686216,4.252585e-7,4.738833e-7,0.0005271231,0.9486145,0.0004975793],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07990624,0.8863816,0.0002267234,0.0188843,0.00382048,0.01035666,0.000301799,0.0001112057,0.00001101976],"genre_scores_gemma":[0.04173269,0.9546474,0.00008793861,0.0003561382,0.0001057833,0.00258107,0.0003727126,0.00007327245,0.00004296031],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9454609,"threshold_uncertainty_score":0.9999461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4152496832904365,"score_gpt":0.5808555470630203,"score_spread":0.1656058637725839,"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."}}