{"id":"W4205700321","doi":"10.1164/rccm.202110-2252cp","title":"Risks and Benefits of Ultra–Lung-Protective Invasive Mechanical Ventilation Strategies with a Focus on Extracorporeal Support","year":2022,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Extracorporeal membrane oxygenation; Extracorporeal; Mechanical ventilation; Ventilation (architecture); Co2 removal; Acute respiratory distress; Randomized controlled trial; Respiratory distress","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":[0.0006581883,0.0002172853,0.0007668633,0.0002989343,0.0001572548,0.0000111459,0.00009197037,0.00005216054,0.000172553],"category_scores_gemma":[0.0003110975,0.0001536449,0.00008152806,0.0002892464,0.0008488121,0.000139003,0.00003390043,0.0006488029,2.458419e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006595106,"about_ca_system_score_gemma":0.0004698188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000320359,"about_ca_topic_score_gemma":0.0000114585,"domain_scores_codex":[0.9978303,0.0002160398,0.0006065784,0.0002747317,0.0008310464,0.000241255],"domain_scores_gemma":[0.9981165,0.0003596718,0.0004175353,0.0001754095,0.0005245218,0.0004063749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.05084774,0.00142478,0.1055631,0.002029463,0.001090568,0.0080334,0.0172022,0.0001928937,0.1421589,0.07752511,0.0006640184,0.5932679],"study_design_scores_gemma":[0.01451329,0.4787262,0.1214423,0.001867429,0.002894036,0.006499,0.2722667,0.00001601302,0.09264553,0.005301405,0.002933341,0.0008947031],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955852,0.001562405,0.001052878,0.0007221896,0.000110865,0.0002975468,0.00003394676,0.00001184351,0.0006231354],"genre_scores_gemma":[0.9985374,0.00004409743,0.0002464318,0.0009068354,0.0002115126,0.00002065104,0.000004717184,0.00002451336,0.000003896651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5923732,"threshold_uncertainty_score":0.6265459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03750137452334132,"score_gpt":0.3173653747117822,"score_spread":0.2798640001884409,"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."}}