{"id":"W1938806933","doi":"10.1007/s00134-015-4087-4","title":"Changing use of noninvasive ventilation in critically ill patients: trends over 15 years in francophone countries","year":2015,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada Research Chairs; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Mechanical ventilation; Anesthesiology; Ventilation (architecture); Critically ill; Anesthesia; Prospective cohort study; Mortality rate; Adverse effect; Internal medicine; Intensive care 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":[],"consensus_categories":[],"category_scores_codex":[0.0001840271,0.0001600479,0.0005454132,0.0008966376,0.0000101562,0.000004228619,0.00005420173,0.000122323,0.0002030464],"category_scores_gemma":[0.00486958,0.0001376114,0.0000541106,0.0006567204,0.0001589987,0.0001434993,0.00003781456,0.0001961796,0.00001163581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925628,"about_ca_system_score_gemma":0.0001416931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002212109,"about_ca_topic_score_gemma":0.0001947982,"domain_scores_codex":[0.9984527,0.00003656172,0.0004887687,0.0002401838,0.0004961081,0.0002856672],"domain_scores_gemma":[0.9912357,0.00008529854,0.0001103929,0.0002161497,0.008189257,0.0001632282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002120106,0.0001692969,0.8557498,0.0003443228,0.00007008703,0.002320522,0.08938263,0.00001792292,0.005198732,0.0001474787,0.01662347,0.02785565],"study_design_scores_gemma":[0.01583305,0.003617896,0.7595153,0.003771218,0.0001262349,0.00003599484,0.1743205,0.00009608164,0.0111576,0.00007263916,0.03109995,0.0003535643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967468,0.0006143597,0.0001521724,0.000758414,0.001008192,0.000279494,0.00002078626,0.00001820696,0.0004015745],"genre_scores_gemma":[0.9867,0.00002299974,0.0001255261,0.01259057,0.0001664202,0.00001566277,0.0001599044,0.00002492885,0.0001940101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09623446,"threshold_uncertainty_score":0.5829694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02826679224100687,"score_gpt":0.2920254366837688,"score_spread":0.2637586444427619,"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."}}