{"id":"W2588553585","doi":"10.1097/pcc.0000000000001100","title":"Mechanical Ventilation, Weaning Practices, and Decision Making in European PICUs*","year":2017,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Toronto East General Hospital; Sunnybrook Health Science Centre","funders":"National Institute for Health and Care Research","keywords":"Medicine; Weaning; Mechanical ventilation; Sedation; Cannula; Ventilation (architecture); Nasal cannula; Spontaneous breathing trial; Emergency medicine; Intensive care medicine; Ventilator weaning; Nursing; Anesthesia; Surgery; 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":[0.005387119,0.0002528604,0.0002872602,0.001209612,0.0004968832,0.001140007,0.0003470484,0.0006100443,0.0007391801],"category_scores_gemma":[0.02333075,0.0002312556,0.0003975237,0.001161533,0.0009605103,0.0008337942,0.001398752,0.0005284419,0.00009014155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101766,"about_ca_system_score_gemma":0.001028027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009805765,"about_ca_topic_score_gemma":0.005552062,"domain_scores_codex":[0.995029,0.002944662,0.0006353434,0.0002936816,0.0006823088,0.0004150986],"domain_scores_gemma":[0.9879794,0.005440614,0.004653396,0.0002644436,0.0005645395,0.001097725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007811053,0.00006025044,0.9922259,0.0000375365,0.00003895214,0.000126717,0.001736449,0.0001676684,0.00002633008,0.00006300995,0.0001808607,0.005258196],"study_design_scores_gemma":[0.000007529909,0.0001152944,0.995928,0.00007391965,0.000009691378,0.0002301336,0.002725428,0.0004941616,0.00002856962,0.00005830008,0.0003203295,0.000008569985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987165,0.0004283062,0.00005946093,0.0002294454,0.000004045688,0.000006891365,0.00003435927,0.000001687082,0.0005193746],"genre_scores_gemma":[0.9995691,0.0001977224,0.00007305112,0.00007514156,0.00000442405,0.000008382443,0.00004216358,8.281187e-7,0.00002915544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009805765,"threshold_uncertainty_score":0.02849013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05100794432437281,"score_gpt":0.4201016061397602,"score_spread":0.3690936618153873,"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."}}