{"id":"W3010579839","doi":"10.1183/23120541.00331-2019","title":"ERS International Congress, Madrid, 2019: highlights from the Respiratory Intensive Care Assembly","year":2020,"lang":"en","type":"article","venue":"ERJ Open Research","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; Session (web analytics); Acute respiratory failure; Respiratory care; Intensive care; Respiratory failure; Intensive care medicine; Mechanical ventilation; Surgery; World Wide Web","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008210623,0.000186343,0.0003405345,0.00009605029,0.0003037584,0.0003431542,0.00153118,0.0001475818,0.00264962],"category_scores_gemma":[0.001323414,0.0001221146,0.0001085498,0.0003430983,0.0002226209,0.0002812895,0.00116193,0.0009010572,0.001799012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428388,"about_ca_system_score_gemma":0.0008550932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005737045,"about_ca_topic_score_gemma":0.000121257,"domain_scores_codex":[0.9969023,0.0003417883,0.0003391098,0.0006146913,0.00133022,0.0004719305],"domain_scores_gemma":[0.9959944,0.0003128742,0.00008128925,0.0006513495,0.002493241,0.0004667898],"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":[0.00125216,0.00003329274,0.01088682,0.00002143061,0.0002094717,0.0008007215,0.003407988,0.000001009194,0.02999249,0.002528668,0.9468675,0.003998447],"study_design_scores_gemma":[0.001946899,0.0005019849,0.005907336,0.0001067955,0.00002718851,0.000004346046,0.01406894,0.00004261036,0.03476475,0.0001109709,0.9423695,0.0001486591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6427611,0.004139099,0.0001104343,0.2113544,0.004446301,0.006385219,0.0004580693,0.0001787102,0.1301667],"genre_scores_gemma":[0.9387745,0.0001808036,0.0004493339,0.0457866,0.002308773,0.0002310407,0.0004454419,0.00009463976,0.01172892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2960134,"threshold_uncertainty_score":0.9989782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1867755346569074,"score_gpt":0.4273773134481745,"score_spread":0.2406017787912671,"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."}}