{"id":"W4414590829","doi":"10.1016/j.jclinane.2025.112024","title":"Video laryngoscopy vs. direct laryngoscopy in infants and neonates: A systematic review and meta-analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Anesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Laryngoscopy; Intubation; Laryngoscopes; Video recording; Clinical trial; Video laryngoscope","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":[0.004224509,0.0001670307,0.003743343,0.000467308,0.00002746064,0.0000322218,0.0001314874,0.0001129308,0.0002434342],"category_scores_gemma":[0.00162565,0.0001013044,0.0007689295,0.0006828965,0.0001007185,0.0001790165,0.00003591754,0.0003211738,0.000002521309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001428126,"about_ca_system_score_gemma":0.0000578976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000109424,"about_ca_topic_score_gemma":0.000004990185,"domain_scores_codex":[0.9968184,0.0004275202,0.002157131,0.0002016718,0.0002709639,0.0001243688],"domain_scores_gemma":[0.9979053,0.0007225052,0.0007868145,0.0002659066,0.0001995016,0.0001199618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001950812,0.00177968,0.3117312,0.3545007,0.2561493,0.0006927222,0.0003542269,0.000004369881,0.00001553211,0.002858853,0.06646693,0.003495667],"study_design_scores_gemma":[0.001777473,0.002661776,0.05675644,0.015835,0.9084999,0.00008293609,0.00005618589,0.0002726891,0.00009234434,0.0009279594,0.01275607,0.000281207],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.217707,0.63109,0.001065729,0.1354507,0.0000773124,0.004361514,0.000003513977,0.0001303349,0.01011389],"genre_scores_gemma":[0.5754217,0.3606726,0.004766261,0.04056442,0.0001037676,0.0001194553,0.000007214462,0.00004150343,0.01830312],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6523507,"threshold_uncertainty_score":0.4131075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04534235555519453,"score_gpt":0.4023644598578477,"score_spread":0.3570221043026532,"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."}}