{"id":"W3101454149","doi":"10.1016/j.chest.2020.10.079","title":"Sigh in Patients With Acute Hypoxemic Respiratory Failure and ARDS","year":2020,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"European Society of Intensive Care Medicine","keywords":"Medicine; ARDS; Ventilation (architecture); Randomization; Clinical endpoint; Tidal volume; Pressure support ventilation; Randomized controlled trial; Oxygenation; Mechanical ventilation; Anesthesia; Adverse effect; Positive end-expiratory pressure; Mean airway pressure; Internal medicine; Respiratory system; Lung","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":[0.0003826952,0.000422052,0.0008603188,0.0009661507,0.0006702323,0.0009940232,0.0003126692,0.001063752,0.002507792],"category_scores_gemma":[0.00315677,0.0002749316,0.0004969725,0.0009577218,0.000502926,0.001013078,0.0006378681,0.001161103,0.0002614547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003062241,"about_ca_system_score_gemma":0.0005493218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001627159,"about_ca_topic_score_gemma":0.002186318,"domain_scores_codex":[0.9995763,0.0001126847,0.00006391792,0.00004531271,0.00008352424,0.000118303],"domain_scores_gemma":[0.9988128,0.0003683192,0.0003147972,0.00003447839,0.00007049897,0.0003990688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004617695,0.00006665634,0.9948328,0.00003069109,0.00003687134,0.002039382,0.00008081947,0.00004548919,0.0001280441,0.00003663766,0.0001347039,0.002106297],"study_design_scores_gemma":[0.00003049431,0.000472733,0.9941198,0.00002779095,0.00004635526,0.003969586,0.0006733918,0.0002313916,0.00004265014,0.0001106211,0.000266945,0.000008318495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948565,0.001679349,0.00006347267,0.0004078282,0.00006735831,0.00001411076,0.0001412402,0.000004676877,0.002765566],"genre_scores_gemma":[0.9987527,0.0005341402,0.00005744413,0.0001145647,0.0001583444,0.000009405655,0.0001815447,0.000001099409,0.0001906812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002507792,"threshold_uncertainty_score":0.008389473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566411416331761,"score_gpt":0.2296435362400701,"score_spread":0.2139794220767525,"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."}}