{"id":"W4400273930","doi":"10.1513/annalsats.202401-105oc","title":"Healthcare Use and Costs in Children Receiving Home Mechanical Ventilation in Ontario: A 14-Year Cohort Study","year":2024,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital; Health Sciences Centre; SickKids Foundation; University of Toronto; Sunnybrook Health Science Centre; Children's Hospital of Eastern Ontario; Institute for Clinical Evaluative Sciences; Hospital for Sick Children","funders":"Canada Research Chairs; Ontario Ministry of Health and Long-Term Care; Ministry of Health, Ontario","keywords":"Medicine; Cohort; Mechanical ventilation; Health care; Cohort study; Ventilation (architecture); Emergency medicine; Intensive care medicine; Gerontology; Internal medicine","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":[0.0006342899,0.0004662657,0.0005333788,0.001123251,0.001866941,0.001107381,0.001251966,0.0004976905,0.001489253],"category_scores_gemma":[0.001676858,0.0005695815,0.001123502,0.003348949,0.0006140296,0.0006420877,0.0009636937,0.0007281906,0.0002229248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01591262,"about_ca_system_score_gemma":0.01288939,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.963621,"about_ca_topic_score_gemma":0.9744266,"domain_scores_codex":[0.9990016,0.00006434567,0.00007618288,0.0001792836,0.0003273747,0.000351265],"domain_scores_gemma":[0.9974038,0.00009587107,0.001070327,0.0001297841,0.0007649168,0.0005353622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001695484,0.00001182459,0.9992476,0.00000567805,0.00002417095,0.00002576085,0.0001777512,0.00001919854,0.00003455026,0.00001038008,0.000179757,0.0002465503],"study_design_scores_gemma":[0.000004000111,0.000011665,0.9993912,0.00000766518,0.00001135053,0.00002156751,0.0002715984,0.00009349534,0.00001050737,0.000003610754,0.000170333,0.000002972094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954803,0.0001591592,0.00005403888,0.000123371,0.000004764466,0.00003184805,0.003636122,0.000004066176,0.0005063586],"genre_scores_gemma":[0.9969663,0.0002094402,0.0001123308,0.00005901682,0.000007174084,0.00003099351,0.002207332,0.000003646329,0.0004038866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03637898,"threshold_uncertainty_score":0.1154546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07711033490624662,"score_gpt":0.386238865901441,"score_spread":0.3091285309951943,"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."}}