{"id":"W2316681866","doi":"10.4187/respcare.03609","title":"Home Mechanical Ventilation in Canada: A National Survey","year":2015,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":146,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia; West Park Healthcare Centre; Vancouver Coastal Health; London Health Sciences Centre; Ontario Tech University; Children's Hospital of Eastern Ontario; Ottawa Hospital; Health Sciences Centre; Toronto East General Hospital; University of Toronto; Sunnybrook Health Science Centre; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Intensive care medicine; Emergency medicine; Anesthesia; Meteorology","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":[0.0006088045,0.0001268595,0.0002464118,0.0001441232,0.00002659626,0.00001034522,0.00008184837,0.00009720773,0.00008967235],"category_scores_gemma":[0.0002812067,0.0001233401,0.00004304867,0.0002846284,0.00001212858,0.00008237123,0.00003258486,0.0001791325,0.00003778555],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001873764,"about_ca_system_score_gemma":0.009948262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.103567,"about_ca_topic_score_gemma":0.7725863,"domain_scores_codex":[0.9983064,0.0001151512,0.0003087585,0.0002517845,0.0007844383,0.000233487],"domain_scores_gemma":[0.9988552,0.00003331054,0.00006524554,0.0001912649,0.0005523398,0.0003026416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006800215,0.00008069393,0.9669565,0.00009970915,0.00003524843,0.0005445766,0.0003749158,0.00007550354,0.008096184,0.0007114327,0.01472672,0.007618524],"study_design_scores_gemma":[0.003545884,0.0003984509,0.8336108,0.00007449122,0.00002219095,0.00001949224,0.001580112,0.0000464946,0.0149695,0.0001710666,0.145233,0.0003285157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964344,0.0005855593,0.00006120496,0.00004546105,0.0004550724,0.0002796335,0.00004965414,0.00002894754,0.002060099],"genre_scores_gemma":[0.9979592,0.000001109786,0.00008785792,0.001578111,0.000137838,0.00002258023,0.0001123389,0.00002120067,0.00007978173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6690194,"threshold_uncertainty_score":0.9956644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0960648668948237,"score_gpt":0.3120910104345104,"score_spread":0.2160261435396867,"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."}}