{"id":"W164530612","doi":"10.1177/0310057x1103900414","title":"Clinical Prediction of Weaning and Extubation in Australian and New Zealand Intensive Care Units","year":2011,"lang":"en","type":"article","venue":"Anaesthesia and Intensive Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Glasgow Coma Scale; Weaning; Intensive care; Mechanical ventilation; Respiratory rate; Interquartile range; Anesthesia; Pressure support ventilation; Spontaneous breathing trial; Predictive validity; Intensive care medicine; Emergency medicine; Surgery; Blood pressure; Heart rate; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001990032,0.0002203171,0.0003001118,0.0006126224,0.000279818,0.0007754087,0.0003216852,0.0004037259,0.0006136327],"category_scores_gemma":[0.01868553,0.0001876419,0.0002175199,0.0004674445,0.0005647606,0.000493581,0.0007733016,0.0004943353,0.0001484673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005768674,"about_ca_system_score_gemma":0.0005722484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01406951,"about_ca_topic_score_gemma":0.01459896,"domain_scores_codex":[0.99842,0.0005166982,0.0002839339,0.0001631699,0.0004557772,0.0001604188],"domain_scores_gemma":[0.9935876,0.001881627,0.002666216,0.0001772363,0.0007636331,0.000923708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001245317,0.00003071089,0.9953101,0.00001901946,0.00001630017,0.0001076823,0.0005135125,0.00005721043,0.0002273506,0.000008845191,0.00006276598,0.003521907],"study_design_scores_gemma":[0.000004687719,0.0001568021,0.9990294,0.000007958041,0.000004349748,0.0001252674,0.0003226262,0.0002456697,0.00003547564,0.000006203927,0.00005810848,0.000003477374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995748,0.0001420744,0.00003893214,0.00003640744,0.000003081324,0.000006416313,0.00001561433,0.000001174802,0.0001813619],"genre_scores_gemma":[0.9997173,0.00008062662,0.00008358519,0.00001656012,0.000004169673,0.00000586817,0.00003903875,5.977416e-7,0.00005225218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01406951,"threshold_uncertainty_score":0.02797526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09975880224413451,"score_gpt":0.3114467356384455,"score_spread":0.211687933394311,"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."}}