{"id":"W2101769402","doi":"10.1377/hlthaff.23.3.119","title":"Confronting Competing Demands To Improve Quality: A Five-Country Hospital Survey","year":2004,"lang":"en","type":"article","venue":"Health Affairs","topic":"Global Health Care Issues","field":"Health Professions","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Economic shortage; Business; Quality (philosophy); Health care; Investment (military); Economic growth; Medicine; Nursing; Political science; Economics; Government (linguistics)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007516471,0.000428813,0.001039962,0.0001874984,0.001831492,0.00003388662,0.0004351605,0.0003698895,0.0001238139],"category_scores_gemma":[0.002968371,0.0004354339,0.00009904437,0.0007105898,0.00008471184,0.000200105,0.000334726,0.001239217,0.002107186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002082814,"about_ca_system_score_gemma":0.00308468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07006939,"about_ca_topic_score_gemma":0.03846847,"domain_scores_codex":[0.9919426,0.001773006,0.002045529,0.0009059557,0.0007691012,0.002563799],"domain_scores_gemma":[0.994889,0.001328918,0.0009304998,0.0007572622,0.000623005,0.001471317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00109593,0.0008787974,0.6294602,0.01150063,0.0001428626,0.00008578209,0.1449252,0.0003593522,0.0001026688,0.03959175,0.1646632,0.007193625],"study_design_scores_gemma":[0.004946492,0.001511235,0.8193824,0.002671355,0.00001491647,0.00000435246,0.1030957,0.0000525246,0.00001489522,0.000686981,0.06658363,0.001035548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9263237,0.002366863,0.001368753,0.04012387,0.008242919,0.005824974,0.0008154841,0.0009983389,0.01393512],"genre_scores_gemma":[0.9829164,0.00007605697,0.004547481,0.01044417,0.0008182935,0.0002459629,0.0001897537,0.0000920223,0.0006698844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1899222,"threshold_uncertainty_score":0.9998097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04448230874388387,"score_gpt":0.4431524721621483,"score_spread":0.3986701634182644,"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."}}