{"id":"W1488966314","doi":"10.1111/j.1440-1843.2010.01831.x","title":"Effecting positive outcomes through positive pressure ventilation in COPD","year":2010,"lang":"en","type":"letter","venue":"Respirology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; COPD; Mechanical ventilation; Case fatality rate; Intensive care medicine; Intubation; Respiratory failure; Randomized controlled trial; Hypercapnia; Ventilation (architecture); Emergency medicine; Anesthesia; Respiratory system; Surgery; Internal medicine; Epidemiology","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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003746169,0.0004718195,0.001152964,0.0003479658,0.00008390321,0.0000219079,0.0001767826,0.00375859,0.0003516071],"category_scores_gemma":[0.0002317583,0.0004126303,0.0002942891,0.0001689219,0.000121633,0.0001171576,0.00009661217,0.005470202,0.0001478921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007880675,"about_ca_system_score_gemma":0.0001737278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001278543,"about_ca_topic_score_gemma":0.0000760131,"domain_scores_codex":[0.9973143,0.0003351672,0.0005576433,0.0007395187,0.000373288,0.0006800751],"domain_scores_gemma":[0.9984187,0.0004680744,0.0003548381,0.0005474625,0.000138024,0.00007293699],"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":[0.002560091,0.0004704509,0.2602102,0.001476717,0.001531377,0.02354656,0.002608268,0.00001124397,0.04273839,0.000519689,0.6530319,0.01129509],"study_design_scores_gemma":[0.002057593,0.001044776,0.1289215,0.0002178761,0.0005109627,0.0002507903,0.00001587993,0.00001312222,0.006833411,0.0004787535,0.8592685,0.000386814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2881839,0.001415271,0.0007051955,0.6806567,0.004658141,0.004947041,0.0002240237,0.0003063549,0.01890337],"genre_scores_gemma":[0.09102726,0.00001455656,0.0006230532,0.895327,0.003322037,0.0001759275,0.001102871,0.0001665652,0.008240753],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2146703,"threshold_uncertainty_score":0.9998326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01590619559005074,"score_gpt":0.3025521948622732,"score_spread":0.2866459992722225,"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."}}