{"id":"W4353020488","doi":"10.1007/s00134-023-07026-7","title":"Admission to intensive care unit after major surgery","year":2023,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Anesthesiology; Pain medicine; Intensive care unit; Intensive care; Intensive care medicine; Emergency medicine; Medical emergency; Anesthesia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002748294,0.0003040096,0.0005265519,0.0009499554,0.002034418,0.001366951,0.0004979228,0.0006195947,0.01371064],"category_scores_gemma":[0.003565246,0.0001604538,0.0006528451,0.001332417,0.0003588426,0.0006828965,0.001121381,0.002814018,0.0006728711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176225,"about_ca_system_score_gemma":0.002522126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005236807,"about_ca_topic_score_gemma":0.009455113,"domain_scores_codex":[0.999025,0.0001031715,0.0001105838,0.00009407524,0.0001580796,0.0005090725],"domain_scores_gemma":[0.99655,0.0004701448,0.0008703795,0.0001076496,0.0003548769,0.001646952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004610102,0.0004549984,0.9775074,0.0001071381,0.0001246905,0.003455456,0.0003709801,0.00009969674,0.000366649,0.0003722052,0.005277573,0.01140211],"study_design_scores_gemma":[0.00002864792,0.000427546,0.9909002,0.0001363992,0.00004699331,0.002932941,0.002226037,0.0001775406,0.0001735843,0.0007475281,0.0021706,0.00003195139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978869,0.001244198,0.0001750389,0.001889126,0.0005929589,0.00006802921,0.001313012,0.00003391401,0.01581476],"genre_scores_gemma":[0.9940732,0.000594492,0.0001343709,0.001003514,0.0004101097,0.00003079982,0.001726514,0.000009413036,0.002017582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01371064,"threshold_uncertainty_score":0.04586667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03468327709611553,"score_gpt":0.321012383346398,"score_spread":0.2863291062502825,"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."}}