{"id":"W2295901417","doi":"10.1155/2010/842543","title":"Noninvasive Ventilation Initiation in Clinical Practice: A Six‐Year Prospective, Observational Study","year":2010,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Institute for Clinical Evaluative Sciences; London Health Sciences Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Observational study; Noninvasive ventilation; Clinical Practice; Intensive care medicine; Prospective cohort study; Mechanical ventilation; Emergency medicine; Physical therapy; Anesthesia; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003510419,0.0003607678,0.0007377245,0.001507126,0.0008302298,0.001694233,0.0008153264,0.0011446,0.001235949],"category_scores_gemma":[0.01077231,0.0006792351,0.0008795839,0.002487393,0.0006153202,0.001703968,0.001185186,0.001384539,0.0004001206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009450152,"about_ca_system_score_gemma":0.001305361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006817895,"about_ca_topic_score_gemma":0.007062066,"domain_scores_codex":[0.9960777,0.001362109,0.0006787468,0.0007017942,0.0007600996,0.0004195855],"domain_scores_gemma":[0.9847518,0.002796648,0.009023533,0.0005568085,0.001064083,0.001807164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001047384,0.0000861496,0.9990091,0.00001257589,0.00003374468,0.00003731337,0.0001799506,0.0000108111,0.00002923814,0.000004342133,0.00005712743,0.0004348661],"study_design_scores_gemma":[0.00002559008,0.0003751637,0.9985147,0.00002258308,0.00002996938,0.0001811549,0.0005750816,0.0001181415,0.00001975618,0.00000710722,0.0001226174,0.000008190837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990006,0.0003459084,0.00007480933,0.00006039986,0.00000691392,0.0000340554,0.0002574875,0.000003155338,0.0002168035],"genre_scores_gemma":[0.9989979,0.0002320768,0.0001229914,0.00006531268,0.00001537135,0.00004595089,0.0004526397,0.000002754987,0.00006506407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006817895,"threshold_uncertainty_score":0.01856506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058561563475811,"score_gpt":0.387856132490863,"score_spread":0.2819999761432819,"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."}}