{"id":"W4400646325","doi":"10.1136/bmjresp-2024-002342","title":"High-flow nasal oxygen therapy compared with conventional oxygen therapy in hospitalised patients with respiratory illness: a systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"BMJ Open Respiratory Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Randomized controlled trial; Meta-analysis; Relative risk; Oxygen therapy; Internal medicine; Mechanical ventilation; MEDLINE; Intensive care medicine; Confidence interval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01305356,0.001735054,0.0161551,0.002904889,0.0004083763,0.0008198917,0.002003826,0.0006971327,0.001727591],"category_scores_gemma":[0.0003092815,0.0009336704,0.002041698,0.006058993,0.0005891856,0.0005523351,0.0007428863,0.002178466,0.0002585718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005259843,"about_ca_system_score_gemma":0.00442945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001096029,"about_ca_topic_score_gemma":0.000144888,"domain_scores_codex":[0.9827188,0.005593567,0.003473445,0.002651989,0.004191013,0.001371178],"domain_scores_gemma":[0.9919013,0.000569157,0.001364461,0.003325465,0.001968533,0.0008710424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001941666,0.001398292,0.0004948851,0.7349433,0.2438958,0.001732626,0.0002273399,0.000002523207,0.000002257287,0.0002503838,0.007696243,0.007414689],"study_design_scores_gemma":[0.008286327,0.006051979,0.000374062,0.1120547,0.3541253,0.00004424838,0.0002081153,0.000005895047,0.000006677948,0.00003701184,0.5166139,0.00219176],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005650254,0.9415808,0.00000996051,0.0001937178,0.00007293467,0.05668732,0.0005102906,0.00008359231,0.0002963373],"genre_scores_gemma":[0.000246544,0.9498316,0.0003703243,0.003877565,0.0001604098,0.04181266,0.0008886424,0.0005244822,0.002287744],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6228886,"threshold_uncertainty_score":0.9995396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2995861691934594,"score_gpt":0.4718106458389449,"score_spread":0.1722244766454855,"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."}}