{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002722705,0.0001687495,0.0003028701,0.0005919915,0.0002344502,0.0001042935,0.0001331944,0.0002400267,0.0007553199],"category_scores_gemma":[0.002534797,0.0001664843,0.0001233411,0.0003940016,0.00005826006,0.0006157171,0.00001554448,0.001611085,0.0001081203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003595513,"about_ca_system_score_gemma":0.005569996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003986433,"about_ca_topic_score_gemma":0.04314354,"domain_scores_codex":[0.9976699,0.0002165393,0.0009003554,0.0003123609,0.0005231384,0.0003777054],"domain_scores_gemma":[0.9975517,0.000126213,0.0003580844,0.000283458,0.0007802442,0.0009002551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002206603,0.0003237675,0.9898562,0.000006334595,0.00005208588,0.002516445,0.0003470426,0.00000318955,0.001254862,0.001001653,0.001298471,0.003119325],"study_design_scores_gemma":[0.002941557,0.0009603641,0.8991677,0.00003195382,0.00006722333,0.0004049481,0.001237341,0.00001295797,0.0002297662,0.0002304069,0.09456258,0.0001532188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927382,0.00004489725,0.00005757613,0.0004790121,0.00129411,0.0008594726,0.000007654194,0.00001802187,0.004501053],"genre_scores_gemma":[0.9931191,0.000003777149,0.001308498,0.004088152,0.001273257,0.00003490382,0.0000115877,0.00003231267,0.0001284521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0932641,"threshold_uncertainty_score":0.9880934,"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."}}