{"id":"W2058384678","doi":"10.1007/s00134-013-3145-z","title":"Impact of the humidification device on intubation rate during noninvasive ventilation with ICU ventilators: results of a multicenter randomized controlled trial","year":2013,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital de l'Enfant-Jésus","funders":"","keywords":"Medicine; Anesthesia; Intubation; Clinical endpoint; Ventilation (architecture); Anesthesiology; Randomized controlled trial; Respiratory failure; Work of breathing; Humidifiers; Mechanical ventilation; Spontaneous breathing trial; Respiratory rate; Surgery; Internal medicine; Heart rate","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0005364984,0.0002355099,0.001369852,0.0002917924,0.00007074905,0.000007676562,0.00009717866,0.000109737,0.00009122909],"category_scores_gemma":[0.01345908,0.000115033,0.0004649951,0.0003702609,0.0004497231,0.0000974792,0.00002700413,0.0002613596,0.0000101326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002977932,"about_ca_system_score_gemma":0.0001437394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007148153,"about_ca_topic_score_gemma":0.00002564605,"domain_scores_codex":[0.9976121,0.0003984101,0.0011251,0.0002662539,0.0004313051,0.0001668177],"domain_scores_gemma":[0.9888009,0.001065469,0.001309671,0.0005085993,0.00824187,0.00007343731],"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":[0.8754949,0.0001171197,0.002146495,0.0001141887,0.0006617763,0.000003134699,0.004029335,0.0001436949,0.116612,0.00001589611,0.0005033207,0.0001582028],"study_design_scores_gemma":[0.824829,0.003084264,0.02922454,0.002182873,0.0009368928,0.00001291815,0.002784243,0.0001191203,0.1367113,0.00001554033,0.000007209896,0.00009208712],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882801,0.0001075715,0.00008471143,0.0009020876,0.0007179089,0.009349148,0.000009929166,0.00002675951,0.0005218346],"genre_scores_gemma":[0.9987312,0.0000421547,0.00003390623,0.0001843819,0.0003230959,0.0004841746,0.00006562858,0.00002532813,0.0001101154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0506659,"threshold_uncertainty_score":0.994851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673777893502174,"score_gpt":0.3106187769296285,"score_spread":0.2938809979946067,"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."}}