{"id":"W3096861140","doi":"10.1007/s42399-020-00622-4","title":"Outcomes of Emergency Medical Patients Admitted to a Medical Surveillance Unit: a Retrospective Cross-Sectional Study","year":2020,"lang":"en","type":"article","venue":"SN Comprehensive Clinical Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Health Authority; Saskatchewan Health; University of Saskatchewan","funders":"","keywords":"Medicine; Intensive care unit; Retrospective cohort study; Medical record; Emergency medicine; Population; Cross-sectional study; Emergency department; Medical diagnosis; Pediatrics; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001239039,0.0004843715,0.00232605,0.0001607551,0.0001583699,0.000003921699,0.0005366221,0.0003902983,0.007726321],"category_scores_gemma":[0.06832966,0.0003421077,0.0004511147,0.001252395,0.0007401345,0.00005871046,0.000568122,0.001256688,0.0001030757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000049848,"about_ca_system_score_gemma":0.0003683739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001234974,"about_ca_topic_score_gemma":0.000108648,"domain_scores_codex":[0.9910613,0.000511939,0.003128746,0.001081208,0.003698454,0.0005183105],"domain_scores_gemma":[0.9913645,0.001530851,0.0004672959,0.0005750355,0.003700245,0.002362087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172281,0.001574585,0.9714605,0.0001191352,0.001054705,0.0001752412,0.0007625865,7.43488e-7,0.00001499476,0.00006899282,0.02260408,0.0009921533],"study_design_scores_gemma":[0.009525646,0.01005745,0.9745402,0.0001619217,0.0001379859,0.000006528282,0.0006728835,0.00006948993,0.000004319128,0.00006487773,0.004479944,0.0002787848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696374,0.0005045081,0.0001217849,0.02265007,0.004202973,0.001416694,0.00007877161,0.0001363038,0.00125149],"genre_scores_gemma":[0.9819754,0.0007552138,0.00006387743,0.01507499,0.001840234,0.00004948306,0.00008515558,0.00004685565,0.0001087642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06709062,"threshold_uncertainty_score":0.9999031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1204362644317595,"score_gpt":0.4594187434955007,"score_spread":0.3389824790637412,"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."}}