{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001188066,0.0003799548,0.000666152,0.0005110869,0.001708204,0.001542122,0.0009267499,0.009318408,0.00300817],"category_scores_gemma":[0.01252755,0.0003004825,0.0006179806,0.0005663491,0.002184657,0.002069281,0.0006372839,0.01042658,0.001611682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002779264,"about_ca_system_score_gemma":0.002124481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004378483,"about_ca_topic_score_gemma":0.00711573,"domain_scores_codex":[0.9984347,0.0004996044,0.0002606795,0.0002098301,0.0003576363,0.000237466],"domain_scores_gemma":[0.994288,0.003315777,0.0007296609,0.0002336101,0.0007226299,0.0007103338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.0001530141,0.0001003459,0.02533136,0.0003155031,0.00005032108,0.4264841,0.001062101,0.0005603386,0.001028593,0.01107064,0.4971719,0.03667175],"study_design_scores_gemma":[0.0001241851,0.0002423514,0.01661997,0.001445408,0.00007859308,0.7518253,0.002763855,0.002310836,0.001468197,0.02174059,0.2012709,0.0001097958],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0307893,0.006840882,0.001777982,0.9241588,0.01168873,0.00004692009,0.0001311522,0.0001078184,0.0244583],"genre_scores_gemma":[0.4938293,0.01316255,0.00306964,0.4152919,0.06377989,0.00008169291,0.0001545329,0.0001519038,0.01047859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009318408,"threshold_uncertainty_score":0.02016503,"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."}}