{"id":"W3124930274","doi":"","title":"Making the Case for a New National Data Collection Effort on Physicians and Their Practices","year":2015,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Health care; Key (lock); Data collection; Medical care; Business; Quality (philosophy); Public relations; Nursing; Family medicine; Medicine; Political science; Economic growth; Computer science; Computer security; Economics; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3943154,0.002238467,0.00418171,0.01122064,0.006677355,0.01949636,0.01166927,0.01747893,0.01435514],"category_scores_gemma":[0.6180492,0.003065079,0.005032471,0.01810655,0.009990868,0.05051488,0.02174811,0.03883997,0.008920287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01167075,"about_ca_system_score_gemma":0.07443918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05285933,"about_ca_topic_score_gemma":0.06105789,"domain_scores_codex":[0.7536843,0.1279481,0.02593168,0.01777967,0.06646118,0.008195014],"domain_scores_gemma":[0.1336488,0.4544086,0.03537165,0.1720457,0.1701148,0.03441056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004333369,0.0005388269,0.03615654,0.000948623,0.0004642471,0.0001463816,0.002170904,0.000797614,0.0005681149,0.07370223,0.7680269,0.1160463],"study_design_scores_gemma":[0.0003144182,0.0002664159,0.05011822,0.006842996,0.0003830981,0.0002212403,0.004455683,0.003098192,0.001038868,0.0752534,0.8576573,0.000350228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004670034,0.004686953,0.03349012,0.9156079,0.01852052,0.0007696525,0.009531653,0.000638495,0.01208468],"genre_scores_gemma":[0.05801353,0.008230734,0.2798359,0.5668758,0.02415516,0.005577221,0.04247349,0.001082823,0.01375538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3943154,"threshold_uncertainty_score":0.7469169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3596403893712288,"score_gpt":0.4426326556681478,"score_spread":0.08299226629691903,"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."}}