{"id":"W2547500276","doi":"10.1016/j.chest.2016.10.037","title":"Liberation From Mechanical Ventilation in Critically Ill Adults","year":2016,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Critically ill; Mechanical ventilation; Liberation; Intensive care medicine; Medicine; Ventilation (architecture); Anesthesia; Chemistry; Engineering; Mechanical engineering","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":[0.0004593882,0.0002307994,0.0005225854,0.0002185128,0.0002271137,0.0007111419,0.000225832,0.000596249,0.004284469],"category_scores_gemma":[0.003273726,0.0001179169,0.0002545306,0.0001513785,0.000361108,0.00044845,0.0004839182,0.0007508161,0.000344832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003355785,"about_ca_system_score_gemma":0.00031607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004153796,"about_ca_topic_score_gemma":0.0003366643,"domain_scores_codex":[0.9996077,0.000119088,0.00003823643,0.00005150949,0.00008385778,0.00009957446],"domain_scores_gemma":[0.9989266,0.000343771,0.00039682,0.0000558859,0.00007586397,0.0002010994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05749833,0.0006442675,0.5315056,0.001834994,0.0004773474,0.01278944,0.002997596,0.0006495665,0.1406276,0.00284517,0.004302439,0.2438275],"study_design_scores_gemma":[0.0005991902,0.008155377,0.9330994,0.0002664246,0.0001914763,0.01260176,0.001293543,0.001363327,0.03310521,0.0007705282,0.008515889,0.00003780799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866263,0.01027478,0.0002822743,0.0007721429,0.0001113611,0.00002103836,0.00009282825,0.00001320889,0.001805984],"genre_scores_gemma":[0.9976793,0.001219677,0.0001663983,0.000189977,0.0001000547,0.000008499047,0.0001079714,0.000005280722,0.0005229696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004284469,"threshold_uncertainty_score":0.01433301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916178160736977,"score_gpt":0.2719489483874231,"score_spread":0.2527871667800534,"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."}}