{"id":"W4411108110","doi":"10.1007/s00431-025-06206-5","title":"Infants with bronchiolitis with high-flow nasal cannula in the paediatric ward. Is there a role for the ROXi (respiratory rate–oxygenation index) in predicting failure of high-flow nasal cannula?","year":2025,"lang":"en","type":"article","venue":"European Journal of Pediatrics","topic":"Respiratory viral infections research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Nasal cannula; Medicine; Bronchiolitis; Cannula; Oxygenation; Respiratory failure; Anesthesia; Respiratory system; Oxygenation index; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004436261,0.0003283406,0.0005631679,0.001261484,0.000208306,0.0001030983,0.0006187579,0.0001143285,0.00002547438],"category_scores_gemma":[0.001106116,0.0001843069,0.000145913,0.002597676,0.0001629716,0.0003410987,0.0001027621,0.001444193,0.000003860184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002972998,"about_ca_system_score_gemma":0.001529137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003851361,"about_ca_topic_score_gemma":0.00101657,"domain_scores_codex":[0.9956728,0.001279633,0.001136046,0.0003367095,0.00103633,0.0005385305],"domain_scores_gemma":[0.9967049,0.0008920979,0.0007316822,0.0005015082,0.001020137,0.0001496113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002525333,0.0004440168,0.9389331,0.0004111109,0.0002454778,0.0006898437,0.003011361,0.02994923,0.0003363504,0.0001210902,0.007283392,0.01604968],"study_design_scores_gemma":[0.009703848,0.002643825,0.9769124,0.0002972477,0.0003444321,0.00009946258,0.001981672,0.002277106,0.0003498601,0.0000580209,0.005075134,0.0002569669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913334,0.002651218,0.002495969,0.001579096,0.0002380093,0.001099687,0.00007954388,0.00001945201,0.0005036131],"genre_scores_gemma":[0.9968303,0.0002520813,0.00085698,0.0006310405,0.001227519,0.00003166813,0.000007704624,0.00007160722,0.00009113393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0379793,"threshold_uncertainty_score":0.7515815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239603476368974,"score_gpt":0.2687103745346846,"score_spread":0.2563143397709949,"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."}}