{"id":"W2973321661","doi":"10.3310/hta23480","title":"Protocolised non-invasive compared with invasive weaning from mechanical ventilation for adults in intensive care: the Breathe RCT","year":2019,"lang":"en","type":"article","venue":"Health Technology Assessment","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institutes of Health; Queen's University; La Jolla Pharmaceutical Company; ResMed; University of Southampton; National Institute for Health and Care Research; GlaxoSmithKline; Intensive Care Foundation; Health Technology Assessment Programme; Guy's and St Thomas' Charity; Wellcome Trust; Department of Health and Social Care; Swedish Orphan Biovitrum; Queen's University Belfast; Bayer","keywords":"Medicine; Randomized controlled trial; Mechanical ventilation; Weaning; Intensive care; Ventilator weaning; Intensive care medicine; Emergency medicine; Surgery; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01982418,0.002353263,0.005619714,0.001408764,0.0008097775,0.002719476,0.001491113,0.006406276,0.0120683],"category_scores_gemma":[0.04588182,0.0009522921,0.008919486,0.001452516,0.001880902,0.002617515,0.002502169,0.004045498,0.0009864367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002705541,"about_ca_system_score_gemma":0.004083479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002583633,"about_ca_topic_score_gemma":0.00284191,"domain_scores_codex":[0.9607387,0.03118072,0.003998724,0.001460307,0.001725747,0.000895783],"domain_scores_gemma":[0.9824491,0.01029508,0.003858992,0.001306976,0.001113971,0.0009758065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8529894,0.008762145,0.002420665,0.05558439,0.02644783,0.000208795,0.0005245788,0.001293325,0.001130194,0.002019432,0.002877934,0.04574125],"study_design_scores_gemma":[0.9455222,0.03534694,0.002521736,0.003980034,0.007587991,0.00006481649,0.0001414102,0.0003172483,0.0002110241,0.001362313,0.002899824,0.00004446915],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.6405283,0.0885554,0.0102573,0.008941092,0.008922595,0.2188177,0.007546245,0.0004460551,0.01598527],"genre_scores_gemma":[0.7855126,0.01215421,0.01379558,0.006074614,0.00165651,0.1751241,0.001824812,0.00005861845,0.003798871],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01982418,"threshold_uncertainty_score":0.1048416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231490656750943,"score_gpt":0.3421751920821766,"score_spread":0.3190261264070823,"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."}}