{"id":"W4408177824","doi":"10.1016/j.semperi.2025.152062","title":"NIPPV vs CPAP: Lessons from meta-analyses","year":2025,"lang":"en","type":"review","venue":"Seminars in Perinatology","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Meta-analysis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02977284,0.002454576,0.01374184,0.003448633,0.000364859,0.003780467,0.002654253,0.002057187,0.00632557],"category_scores_gemma":[0.09730655,0.001022264,0.02766366,0.004998211,0.0006192656,0.002473749,0.001745646,0.003860594,0.0006312311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001992096,"about_ca_system_score_gemma":0.002925435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004864342,"about_ca_topic_score_gemma":0.009087467,"domain_scores_codex":[0.9842817,0.009028233,0.00380505,0.00128225,0.001295823,0.0003068961],"domain_scores_gemma":[0.8973966,0.09427861,0.00340471,0.001781527,0.002777985,0.0003606251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00192646,0.00002024658,0.003508521,0.3835866,0.5229559,0.0001827666,0.0001228579,0.001208652,0.0002059921,0.001235231,0.005116726,0.07993006],"study_design_scores_gemma":[0.0006148649,0.000245673,0.005386998,0.1102363,0.8542643,0.000205169,0.0001112264,0.0005590097,0.0002200481,0.004618886,0.02347888,0.0000585581],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003816666,0.9977889,0.000561459,0.0005810772,0.0001941338,0.00003580035,0.000228816,0.00001547758,0.0002126577],"genre_scores_gemma":[0.04119227,0.9523384,0.002344392,0.002235589,0.0006687644,0.0003066449,0.0006106103,0.00007114457,0.000232169],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02977284,"threshold_uncertainty_score":0.1574557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2070287986758774,"score_gpt":0.4928857537502088,"score_spread":0.2858569550743314,"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."}}