{"id":"W3093690066","doi":"10.1177/0951484820962295","title":"Hospitalists, two decades later: Which US hospitals utilize them?","year":2020,"lang":"en","type":"article","venue":"Health Services Management Research","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Medicine; Medicaid; Inpatient care; Family medicine; Per capita; Hospital medicine; MEDLINE; Health care; Nursing; Environmental health; Economic growth","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":[0.0009981513,0.0001186358,0.0001672579,0.0008716641,0.0009436228,0.002088222,0.0004471886,0.0006396981,0.00529299],"category_scores_gemma":[0.005348619,0.0001871371,0.0003172891,0.001471627,0.0004954179,0.002017017,0.001035417,0.00135321,0.0006214431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001927338,"about_ca_system_score_gemma":0.003789608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04264824,"about_ca_topic_score_gemma":0.1174769,"domain_scores_codex":[0.9987961,0.0002482936,0.00009617389,0.0001235719,0.0002722123,0.0004635993],"domain_scores_gemma":[0.9929345,0.0005860092,0.00339668,0.0001934784,0.0007104716,0.002178994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003972918,0.00008263809,0.9637787,0.00003575376,0.00002793954,0.0001031873,0.001771715,0.00005228183,0.00007871181,0.0007297249,0.007504401,0.02579529],"study_design_scores_gemma":[0.00000589867,0.00004063082,0.9765456,0.0002208332,0.00001251954,0.0001965394,0.01287588,0.00007493248,0.00006278596,0.0002895106,0.009663961,0.00001078241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729912,0.003319505,0.000181127,0.01637965,0.0001697117,0.00001642029,0.001206102,0.00001106266,0.005725131],"genre_scores_gemma":[0.9909629,0.00216364,0.0001644431,0.003713869,0.0001251277,0.00002010581,0.0007303522,0.000008318692,0.002111269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04264824,"threshold_uncertainty_score":0.0848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07386403054050875,"score_gpt":0.4210181058598663,"score_spread":0.3471540753193575,"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."}}