{"id":"W4410268179","doi":"10.1164/ajrccm.2025.211.abstracts.a1530","title":"Primary Non-invasive Respiratory Support in Severe Bronchiolitis: A Multicenter Cohort Study","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Agricultural Research Institute of Ontario; Université de Montréal; Montreal Children's Hospital","funders":"","keywords":"Medicine; Bronchiolitis; Multicenter study; Cohort; Cohort study; Respiratory system; Acute Bronchiolitis; Respiratory disease; Intensive care medicine; Pediatrics; Internal medicine; Lung; Randomized controlled trial","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":[0.001961128,0.0005926201,0.0007389396,0.001298644,0.001528063,0.001432323,0.001181099,0.0007706617,0.001628861],"category_scores_gemma":[0.003533248,0.0005738805,0.0008755695,0.003301093,0.0007994339,0.001018144,0.001017527,0.0008379099,0.0002727903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002266702,"about_ca_system_score_gemma":0.003398466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1350673,"about_ca_topic_score_gemma":0.1563964,"domain_scores_codex":[0.997908,0.000404759,0.0001968776,0.0005386747,0.0004791698,0.0004726051],"domain_scores_gemma":[0.9965585,0.000328876,0.001447484,0.0003141019,0.0005415163,0.0008095516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001095961,0.00003361005,0.9991865,0.00001160052,0.00005137301,0.00006530327,0.0001173802,0.00001070457,0.00006575152,0.00001172346,0.00007006232,0.0002665808],"study_design_scores_gemma":[0.00002343267,0.0001801837,0.9986274,0.00001402018,0.00004456021,0.0002344706,0.0006389093,0.00008232749,0.00002100439,0.000009790146,0.00011686,0.000006952761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987758,0.0001941461,0.00005430311,0.00005476216,0.000005871305,0.00005059801,0.0006345466,0.000001964856,0.0002280062],"genre_scores_gemma":[0.9990699,0.000137637,0.0001015138,0.00004841152,0.00001617229,0.00003758833,0.0005239575,0.000002343817,0.0000624961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1350673,"threshold_uncertainty_score":0.2685621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198030204425335,"score_gpt":0.3748346984711751,"score_spread":0.3528543964269217,"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."}}