{"id":"W3013520161","doi":"10.4187/respcare.07763","title":"Management of Severe ARDS: New Strategies and Ongoing Challenges","year":2020,"lang":"en","type":"letter","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network","funders":"Centre Hospitalier Universitaire Vaudois; University of Toronto","keywords":"Medicine; ARDS; Intensive care medicine; Internal medicine; Lung","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007636429,0.0004710525,0.0008673501,0.0001956832,0.00005746071,0.00005249394,0.0001969311,0.0006001946,0.0001526956],"category_scores_gemma":[0.00001043891,0.0004356416,0.0002226107,0.0001213974,0.00007737296,0.0001431062,0.0001547622,0.0009780508,0.00003295437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009547084,"about_ca_system_score_gemma":0.0007367274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007143299,"about_ca_topic_score_gemma":0.000004461806,"domain_scores_codex":[0.9977505,0.00006587484,0.0004755611,0.0006842047,0.0006462582,0.0003776682],"domain_scores_gemma":[0.9987177,0.00002915803,0.0002485877,0.0006239653,0.0001437391,0.0002368371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001399273,0.00002231452,0.0001466916,0.02941375,0.0009170298,0.01615955,0.002694304,0.000001845118,0.001371834,0.001228451,0.7916542,0.1562501],"study_design_scores_gemma":[0.001034467,0.0006931149,0.0002551473,0.001358207,0.0004621356,0.00003401414,0.01175364,1.467244e-7,0.001131552,0.000236578,0.9826552,0.0003857662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01563611,0.293892,0.0002017881,0.4850889,0.001932302,0.004993435,0.0002591933,0.0008886127,0.1971077],"genre_scores_gemma":[0.0219324,0.004605622,0.002076614,0.9579349,0.008549288,0.0001059282,0.0003480405,0.0004200636,0.004027122],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4728461,"threshold_uncertainty_score":0.9998096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05369898302458906,"score_gpt":0.2820704446402849,"score_spread":0.2283714616156958,"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."}}