{"id":"W2127914961","doi":"10.1186/1745-6215-10-81","title":"Wean Earlier and Automatically with New technology (the WEAN study): a protocol of a multicentre, pilot randomized controlled trial","year":2009,"lang":"en","type":"article","venue":"Trials","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Columbian Hospital; Université Laval; Hôpital de l'Enfant-Jésus; McMaster University; Hôpital Saint-François d'Assise; University of Toronto; St. Michael's Hospital","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; McMaster University","keywords":"Weaning; Sedation; Medicine; Spontaneous breathing trial; Mechanical ventilation; Randomized controlled trial; Intensive care medicine; Intensive care; Intensive care unit; Emergency medicine; Anesthesia; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00598529,0.0002446152,0.003620819,0.000205717,0.00005830045,0.00002690904,0.0001256347,0.0001059509,0.0002966547],"category_scores_gemma":[0.004467117,0.0001077375,0.0002546371,0.0002236362,0.0001437659,0.00004252534,0.00002295253,0.0001754088,0.00001040437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001368639,"about_ca_system_score_gemma":0.0003684023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001202266,"about_ca_topic_score_gemma":0.000007070084,"domain_scores_codex":[0.99664,0.0007701371,0.001632957,0.0002736939,0.0004259401,0.0002572449],"domain_scores_gemma":[0.9975169,0.0009838247,0.0007727643,0.0004392912,0.0001262001,0.0001610499],"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":[0.9846237,0.001202128,0.00007813425,0.00002221629,0.00054411,0.00002409253,0.0004048939,2.741314e-7,0.004152789,0.0005664892,0.0001682467,0.008212957],"study_design_scores_gemma":[0.977416,0.01674156,0.00009055476,0.00009210045,0.001529999,0.00001294357,0.0003646175,0.0000529138,0.001957882,0.0008492707,0.0007798891,0.0001122162],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.2915796,0.0000276653,0.0006831139,0.001867674,0.00008113598,0.7048606,8.246701e-7,0.0001283354,0.0007709488],"genre_scores_gemma":[0.7742264,0.000004146822,0.004302791,0.0005518525,0.0005223614,0.2177767,0.000001527834,0.00003900602,0.002575182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4870839,"threshold_uncertainty_score":0.5347879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0554437609581282,"score_gpt":0.3839971766645725,"score_spread":0.3285534157064443,"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."}}