{"id":"W6977781320","doi":"10.6084/m9.figshare.c.6584971","title":"Oxygenation thresholds for invasive ventilation in hypoxemic respiratory failure: a target trial emulation in two cohorts","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; SickKids Foundation; University of Toronto; University Health Network","funders":"","keywords":"Hypoxemia; Ventilation (architecture); Oxygenation; Intensive care; Fraction of inspired oxygen; Mechanical ventilation; Respiratory system","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":[0.03556259,0.001417267,0.002285804,0.0006237169,0.0003860437,0.001570721,0.00147001,0.001718849,0.002432377],"category_scores_gemma":[0.05562457,0.0005875911,0.005413492,0.0006138699,0.001048708,0.001534133,0.00183302,0.002461082,0.0003715127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114864,"about_ca_system_score_gemma":0.001101064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004688847,"about_ca_topic_score_gemma":0.0004077982,"domain_scores_codex":[0.9620869,0.03325262,0.001426251,0.001697245,0.0009121306,0.0006247827],"domain_scores_gemma":[0.9664035,0.02004146,0.006212188,0.004273366,0.001669653,0.001399749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8700335,0.006587328,0.06772653,0.0009848446,0.02119039,0.0002451269,0.0005526578,0.00715073,0.002999755,0.001759172,0.002895801,0.01787411],"study_design_scores_gemma":[0.4195694,0.2788893,0.1656738,0.0006910985,0.04513916,0.0008560182,0.0007765154,0.06491041,0.007700196,0.007559988,0.007798752,0.0004353898],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984814,0.001348793,0.007662705,0.0006015225,0.0002851545,0.002799116,0.001093847,0.00006824729,0.001326635],"genre_scores_gemma":[0.9884872,0.0001682926,0.004224255,0.0004326441,0.0002120406,0.004889928,0.001171939,0.00002332414,0.0003903974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03556259,"threshold_uncertainty_score":0.1880752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06067506793657664,"score_gpt":0.367340558328798,"score_spread":0.3066654903922214,"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."}}