{"id":"W2006982272","doi":"10.1001/jama.299.23.2789","title":"The Perfect Storm of Overutilization","year":2008,"lang":"en","type":"article","venue":"JAMA","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":396,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Storm; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009871821,0.0004965409,0.0009770753,0.001397539,0.002693368,0.009089794,0.0009402435,0.002355554,0.02452308],"category_scores_gemma":[0.02529643,0.0004211423,0.000895439,0.001541168,0.009268583,0.01391608,0.006554269,0.007490242,0.004351894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00457355,"about_ca_system_score_gemma":0.007757589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005946754,"about_ca_topic_score_gemma":0.007402716,"domain_scores_codex":[0.9928935,0.002186515,0.0004141706,0.000838907,0.002127285,0.001539614],"domain_scores_gemma":[0.9873346,0.0029859,0.001350244,0.001584944,0.003020697,0.003723619],"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":[0.0002661034,0.0001200348,0.01181889,0.0003655721,0.0001354084,0.0003525791,0.001712788,0.000454015,0.0003406177,0.2056497,0.5884835,0.1903009],"study_design_scores_gemma":[0.00009305873,0.0001888321,0.01282563,0.00235652,0.00007267085,0.001188054,0.00485269,0.0007010191,0.0004389353,0.29636,0.6808227,0.0000999633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03322709,0.04498432,0.004918706,0.800699,0.00757621,0.00005870487,0.001128496,0.0002645053,0.1071429],"genre_scores_gemma":[0.5658954,0.05493007,0.003197717,0.3292713,0.01832388,0.0002004329,0.00108722,0.0008127131,0.02628121],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02452308,"threshold_uncertainty_score":0.08203787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06202250787154092,"score_gpt":0.2577901448298031,"score_spread":0.1957676369582621,"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."}}