{"id":"W4406329535","doi":"10.1111/pan.15067","title":"Ball Valve Gas Trapping in Pediatric One‐Lung Ventilation: Not All Ventilation Is Loss of Isolation","year":2025,"lang":"en","type":"letter","venue":"Pediatric Anesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Cuff; Air trapping; Lung; Surgery; Anesthesia; Cardiology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005191877,0.0004373011,0.0007942555,0.001966004,0.00006069014,0.00003979317,0.0002675382,0.000930389,0.0007717535],"category_scores_gemma":[0.00007075665,0.0004977441,0.0004857049,0.001268969,0.0000358112,0.0002734784,0.00005090059,0.0009965672,0.00003657243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000235668,"about_ca_system_score_gemma":0.0002234113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003660384,"about_ca_topic_score_gemma":0.000001415301,"domain_scores_codex":[0.996752,0.0001152298,0.001215605,0.000642084,0.0008594414,0.0004156458],"domain_scores_gemma":[0.9980674,0.0001617167,0.0009088847,0.0005237652,0.0002829411,0.00005525919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001205286,0.0001488061,0.1387975,0.003495141,0.00008671118,0.00004629387,0.0003309156,0.00001401231,0.000004743952,0.00007418389,0.8555772,0.001303963],"study_design_scores_gemma":[0.002713514,0.001353239,0.3861912,0.0007435439,0.007644522,0.00002155439,0.00003655505,0.003438005,0.0005439846,0.000845322,0.5949246,0.001543941],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1423729,0.008063901,0.02418564,0.7919655,0.0008833201,0.008668804,0.00004995579,0.001266902,0.02254313],"genre_scores_gemma":[0.5348102,0.06275346,0.006778813,0.2926977,0.03226358,0.0008187101,0.008523173,0.0005725483,0.06078183],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4992678,"threshold_uncertainty_score":0.9997474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188275363176624,"score_gpt":0.2703517322547177,"score_spread":0.2484689786229514,"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."}}