{"id":"W7132966071","doi":"","title":"Essays in Physician Prescribing Behavior","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Psychological intervention; Medical prescription; Government (linguistics); Health care; Drug Utilization Review; Service (business); Stewardship (theology); Spillover effect","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":[],"consensus_categories":[],"category_scores_codex":[0.003275639,0.0002748296,0.000303907,0.001431094,0.001717668,0.002999555,0.0004642728,0.001659094,0.007651343],"category_scores_gemma":[0.02411585,0.0001564147,0.0002447342,0.001830051,0.002746198,0.002709702,0.00132047,0.00211524,0.0007782539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003308862,"about_ca_system_score_gemma":0.001740737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003450043,"about_ca_topic_score_gemma":0.003584519,"domain_scores_codex":[0.9977501,0.001109551,0.0001449866,0.0002405294,0.0005772485,0.0001776149],"domain_scores_gemma":[0.9796791,0.01310849,0.00316052,0.0007485247,0.001731188,0.001572263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004003802,0.0006914532,0.1271027,0.001165609,0.0001167996,0.0004763805,0.08432919,0.0008588476,0.0007773224,0.1797564,0.250828,0.353497],"study_design_scores_gemma":[0.00006754062,0.0002928084,0.2374812,0.001654577,0.00005031433,0.0004383359,0.03980905,0.001383742,0.0006869251,0.04941349,0.6686399,0.00008193204],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2828778,0.0491407,0.001314261,0.4478756,0.008106641,0.00007123269,0.0006127647,0.00005930032,0.2099417],"genre_scores_gemma":[0.8718404,0.02641966,0.0008675526,0.0333275,0.007216838,0.00007458909,0.0002710321,0.00003891785,0.05994347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007651343,"threshold_uncertainty_score":0.02559626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04889651476605118,"score_gpt":0.3304130317857601,"score_spread":0.281516517019709,"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."}}