{"id":"W2771576589","doi":"10.4187/respcare.05689","title":"Home Mechanical Ventilation: A 12-Year Population-Based Retrospective Cohort Study","year":2017,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; Western University","funders":"Schulich School of Medicine and Dentistry; Institute for Clinical Evaluative Sciences; Ontario Ministry of Health and Long-Term Care; Academic Medical Organization of Southwestern Ontario; Lawson Health Research Institute","keywords":"Medicine; Mechanical ventilation; COPD; Retrospective cohort study; Ventilation (architecture); Population; Emergency medicine; Cohort; Respiratory care; Cohort study; Intensive care medicine; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000445476,0.0002604622,0.0005539591,0.0001558115,0.0006347061,0.0001227736,0.0002659887,0.0002001122,0.0006084825],"category_scores_gemma":[0.0002371197,0.0002440962,0.0002160337,0.000087288,0.00004580078,0.0001958827,0.00008309541,0.0003017355,0.0001220759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004247734,"about_ca_system_score_gemma":0.0003118962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005690241,"about_ca_topic_score_gemma":0.0001260211,"domain_scores_codex":[0.9977397,0.00008470275,0.0004059582,0.0006206853,0.0008280571,0.0003209211],"domain_scores_gemma":[0.9974772,0.00001881113,0.0002858489,0.001550866,0.0003887408,0.0002785131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002458584,0.00015138,0.9959541,0.00004443839,0.00007315991,0.0001964303,0.0001186412,0.000002482329,0.001797591,0.0003049611,0.0002214204,0.000889537],"study_design_scores_gemma":[0.002733778,0.001276784,0.9852353,0.00005935259,0.0002056827,0.000002808501,0.0005799679,0.000007962471,0.003636863,0.00007222817,0.005934709,0.0002545356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938319,0.00008317557,0.000123279,0.00005076459,0.000664714,0.00164498,0.00002612476,0.0001569353,0.003418111],"genre_scores_gemma":[0.9982899,8.011493e-7,0.0001989694,0.0004882285,0.000504058,0.0001275493,0.0000594269,0.00005817593,0.000272841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01071877,"threshold_uncertainty_score":0.9953955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708623068017615,"score_gpt":0.3111265407743737,"score_spread":0.2840403100941976,"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."}}