{"id":"W6977225801","doi":"10.6084/m9.figshare.c.7228826","title":"Effect of immediate initiation of invasive ventilation on mortality in acute hypoxemic respiratory failure: a target trial emulation","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Intubation; Ventilation (architecture); Mechanical ventilation; Hazard ratio; Population; Respiratory failure; Proportional hazards model","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":[0.008105614,0.0008433135,0.002233605,0.0002975298,0.0001372699,0.0009092665,0.0007549752,0.001040294,0.002076048],"category_scores_gemma":[0.01302525,0.0002370862,0.002831139,0.0003131271,0.0004622192,0.000705206,0.0008020301,0.001481395,0.0002277652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004806572,"about_ca_system_score_gemma":0.0005952777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002333585,"about_ca_topic_score_gemma":0.000183316,"domain_scores_codex":[0.9927523,0.006376914,0.0002650254,0.0002937108,0.0001309667,0.0001810991],"domain_scores_gemma":[0.9911027,0.00590856,0.001384387,0.0007109768,0.0003473814,0.0005460799],"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":[0.9570315,0.004326569,0.003988017,0.000960334,0.003605982,0.00006736594,0.00007709193,0.004870114,0.002531977,0.0005797917,0.00047031,0.02149105],"study_design_scores_gemma":[0.4747998,0.4691038,0.01516493,0.0002794534,0.009551201,0.0002291326,0.00009346352,0.02387566,0.003217784,0.001841389,0.001753031,0.00009040655],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914986,0.001992095,0.003165529,0.0004136617,0.0001735262,0.001263525,0.0003150438,0.00005756924,0.001120369],"genre_scores_gemma":[0.9953126,0.00041103,0.001664416,0.0002447783,0.0001493639,0.001461053,0.0002986232,0.00000949514,0.0004486049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008105614,"threshold_uncertainty_score":0.04286712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08174256298597803,"score_gpt":0.4058229698662904,"score_spread":0.3240804068803123,"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."}}