{"id":"W4319789473","doi":"10.1080/24745332.2023.2165462","title":"Prolonged mechanical ventilation in Alberta: A 10 year historical cohort study","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health Services; Misericordia Community Hospital; Covenant Health","funders":"","keywords":"Medicine; Mechanical ventilation; Emergency medicine; Intensive care unit; Cohort; Health care; Population; Cohort study; Mortality rate; Ventilation (architecture); Retrospective cohort study; Intensive care medicine; Surgery; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005654274,0.0004060161,0.0003204923,0.00123404,0.001687237,0.001088591,0.001010211,0.0004461086,0.001601111],"category_scores_gemma":[0.0006776507,0.0002801965,0.0003978695,0.002718571,0.0006022901,0.0003090556,0.000622947,0.0005509692,0.0002830812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007731605,"about_ca_system_score_gemma":0.007389823,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.904708,"about_ca_topic_score_gemma":0.9127005,"domain_scores_codex":[0.9994745,0.00003621582,0.00002924114,0.0001010271,0.0001834873,0.0001756502],"domain_scores_gemma":[0.9992943,0.00003396012,0.00018529,0.00004763591,0.000210309,0.0002285693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001103026,0.00005072401,0.9969012,0.00001504243,0.00004301731,0.0002749926,0.0002004533,0.00005850934,0.0001290236,0.00006545634,0.0005845432,0.001566711],"study_design_scores_gemma":[0.0000137865,0.0000603811,0.9985114,0.00001987268,0.00003217476,0.0001639154,0.0003317969,0.0001185827,0.00001750617,0.00002458367,0.0007009874,0.000005138363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930634,0.0007025774,0.0001182038,0.0001601738,0.00001235479,0.00005146444,0.004127197,0.000008775447,0.001755893],"genre_scores_gemma":[0.9942179,0.000699129,0.0001731958,0.0001493335,0.00001976622,0.00002506276,0.003771448,0.000004025982,0.0009400527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09529203,"threshold_uncertainty_score":0.1917064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02896370535894088,"score_gpt":0.3068032515798412,"score_spread":0.2778395462209003,"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."}}