{"id":"W2100677859","doi":"","title":"Program description: a hospitalist-run, medical short-stay unit in a teaching hospital.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Medicine; Hospital medicine; Emergency medicine; Emergency department; Medical diagnosis; Pneumonia; Intensive care unit; Hospital admission; Intensive care medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006799158,0.0002489873,0.0004346641,0.0001672352,0.0001021792,0.00006856356,0.0002169562,0.0002231083,0.001407566],"category_scores_gemma":[0.0006038792,0.0001940458,0.0001635121,0.0003767996,0.0001158251,0.0002225663,0.00005799745,0.0006889075,0.00006691356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010199,"about_ca_system_score_gemma":0.0001085988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001595633,"about_ca_topic_score_gemma":0.0000530309,"domain_scores_codex":[0.9975746,0.00007657574,0.000482881,0.0004227186,0.0006940832,0.0007490923],"domain_scores_gemma":[0.9985823,0.00004751974,0.00003424087,0.0003925159,0.00004489308,0.0008985186],"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":[0.0000450963,0.0009773619,0.2456614,0.00002700483,0.00003104694,0.0004173713,0.0002975031,4.500108e-7,8.115037e-7,0.0001747074,0.001402761,0.7509645],"study_design_scores_gemma":[0.001101897,0.0002708967,0.8334714,0.0001000305,0.0000294308,0.00005581934,0.0001532678,0.0001270445,0.00001355838,0.0001228097,0.164318,0.0002358732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523342,0.0005304238,0.00001237421,0.009608685,0.0002468207,0.002023941,0.000003835605,0.0003216582,0.03491802],"genre_scores_gemma":[0.9860125,0.0001761526,0.0009581311,0.001171382,0.0003138697,0.002154163,0.00003584009,0.00004219667,0.009135728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7507287,"threshold_uncertainty_score":0.9995053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02554610508055633,"score_gpt":0.2848926616918475,"score_spread":0.2593465566112912,"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."}}