{"id":"W2314940814","doi":"10.1097/sa.0000000000000205","title":"Assisted Ventilation in Patients With Acute Respiratory Distress Syndrome","year":2016,"lang":"en","type":"article","venue":"Survey of Anesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; ARDS; Acute respiratory distress; Mechanical ventilation; Diaphragm (acoustics); Weakness; Intensive care medicine; Ventilation (architecture); Respiratory distress; Respiratory system; Assisted ventilation; Anesthesia; Lung; Internal medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0004695765,0.0001150065,0.0003903162,0.0001490316,0.00001643413,0.000001581858,0.00007424355,0.0001314923,0.00008355302],"category_scores_gemma":[0.00007597019,0.00006744715,0.0000341641,0.0001665038,0.0001101108,0.00006181153,0.0000147575,0.00005985975,0.00001895849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003158348,"about_ca_system_score_gemma":0.00009297595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004030942,"about_ca_topic_score_gemma":0.00008016725,"domain_scores_codex":[0.998882,0.0002327601,0.0003086526,0.0002257429,0.0001565133,0.000194319],"domain_scores_gemma":[0.9992386,0.0001026171,0.0001569079,0.000274768,0.0001549297,0.00007215919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001908477,0.0001706254,0.9878057,0.00001876321,0.00003438427,0.0001851225,0.000009799644,1.110207e-7,0.00242943,0.00001386524,0.00004008585,0.007383602],"study_design_scores_gemma":[0.002366167,0.002594257,0.9926955,0.00008558937,0.00002393862,0.00002374682,0.000002242775,1.616367e-7,0.00146087,0.00001376421,0.0006463782,0.00008739438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995092,0.0000182861,0.00004577752,0.00002645464,0.00005690785,0.0002406048,0.00003356771,0.00001737317,0.00005179459],"genre_scores_gemma":[0.9994997,0.0000020517,0.00008645782,0.0001280302,0.000006034399,0.000009870624,0.0001136096,0.00001611008,0.0001381316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007296207,"threshold_uncertainty_score":0.2750415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631827869228798,"score_gpt":0.2636613215544115,"score_spread":0.2373430428621235,"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."}}