{"id":"W2155832794","doi":"10.1183/09059180.00012414","title":"Recent advances in mechanical ventilation in patients with acute respiratory distress syndrome","year":2015,"lang":"en","type":"review","venue":"European Respiratory Review","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; ARDS; Intensive care medicine; Mechanical ventilation; Ventilation (architecture); Acute respiratory distress; Respiratory distress; Lung; Anesthesia; 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":[0.0008799461,0.0007073578,0.001190492,0.001944121,0.0002169847,0.001022964,0.0008315084,0.001073482,0.00506258],"category_scores_gemma":[0.002034329,0.0001844733,0.0008764405,0.001755701,0.0003485121,0.001248819,0.0007208618,0.001456435,0.001546841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004814721,"about_ca_system_score_gemma":0.0010739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008382202,"about_ca_topic_score_gemma":0.001415949,"domain_scores_codex":[0.9996859,0.00007674189,0.00007007081,0.00005784772,0.0000845624,0.00002480633],"domain_scores_gemma":[0.9991313,0.0004877926,0.0001311258,0.00001672063,0.0001893325,0.00004368295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001080492,0.000053618,0.0003968319,0.03959607,0.0002012495,0.0002125545,0.00009489974,0.0002295541,0.0005890161,0.002294938,0.02119158,0.9350317],"study_design_scores_gemma":[0.00003956457,0.0001866781,0.002607903,0.02036403,0.0005399021,0.002902918,0.0001379846,0.0001215375,0.0003375192,0.002369931,0.9703546,0.00003742559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006510084,0.9991965,0.00003679405,0.0002239824,0.0001179868,0.000001968599,0.000008437954,0.000002359367,0.0003469132],"genre_scores_gemma":[0.0006251375,0.9987814,0.00008392056,0.0001546984,0.000188358,0.000003550268,0.00001944931,7.768529e-7,0.0001427169],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00506258,"threshold_uncertainty_score":0.016936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06491341529973924,"score_gpt":0.347561389814068,"score_spread":0.2826479745143288,"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."}}