{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001293695,0.0005577777,0.0006670325,0.001033745,0.001703795,0.001186494,0.001215147,0.0006683529,0.00105749],"category_scores_gemma":[0.001399514,0.0006795329,0.0008522072,0.003140808,0.0005955169,0.000658495,0.000840193,0.0008121375,0.0002905462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005437893,"about_ca_system_score_gemma":0.006766725,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.786552,"about_ca_topic_score_gemma":0.8108486,"domain_scores_codex":[0.9988943,0.0001114749,0.00009110712,0.0002853438,0.0002873871,0.0003305024],"domain_scores_gemma":[0.9982503,0.00008955453,0.0005054408,0.0002025579,0.0006024744,0.0003496071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004551525,0.00002481306,0.9990078,0.00001027915,0.00006621893,0.00007678314,0.000151857,0.0000179093,0.00007074214,0.00001247509,0.0002141286,0.0003016252],"study_design_scores_gemma":[0.00001125976,0.00004133956,0.9990205,0.00001290723,0.00005018869,0.00008767015,0.0003398569,0.0001168634,0.00001263559,0.00000705409,0.0002931801,0.000006492072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943882,0.0003579337,0.0002123766,0.0001040731,0.000009797349,0.00007889442,0.004356138,0.000009958091,0.0004825647],"genre_scores_gemma":[0.9964993,0.0002960246,0.0002642406,0.0001026072,0.000009341671,0.00005493354,0.002466438,0.000005558646,0.0003014805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.786552,"threshold_uncertainty_score":0.42941,"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."}}