{"id":"W4409258575","doi":"10.1016/j.chstcc.2025.100156","title":"Mapping the Epidemiologic Features of Endotracheal Tube Obstruction","year":2025,"lang":"en","type":"article","venue":"CHEST Critical Care","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Endotracheal tube; Epidemiology; Medicine; Tube (container); Computer science; Surgery; Pathology; Engineering; Intubation; Mechanical engineering","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":[0.000160782,0.00007114518,0.000166172,0.0000674305,0.000068662,0.000007197171,0.00007629398,0.00008306647,0.000166711],"category_scores_gemma":[0.001662005,0.0000460811,0.00008165897,0.0001612397,0.0001971519,0.00003658669,0.00004199723,0.0001885133,0.000002702076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004229963,"about_ca_system_score_gemma":0.0000203932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001374651,"about_ca_topic_score_gemma":0.000001169053,"domain_scores_codex":[0.9994224,0.00004646551,0.0001902077,0.000128729,0.00009351668,0.0001186845],"domain_scores_gemma":[0.9993186,0.000280048,0.00002048521,0.0001830401,0.0001710525,0.00002676211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00009009055,0.00008629598,0.02212304,0.003153345,0.00007955372,0.000003393501,0.001467303,0.000001899656,0.003819446,0.4977082,0.05685238,0.4146151],"study_design_scores_gemma":[0.0006986378,0.0009587044,0.735621,0.0005863993,0.0003110661,0.000006709643,0.0251156,0.0001607212,0.1053239,0.03656954,0.09440188,0.0002458101],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1749044,0.0100331,0.02031868,0.05669549,0.0007381504,0.001101686,0.00001488322,0.0005055616,0.7356881],"genre_scores_gemma":[0.9967222,0.00009282181,0.001167645,0.0005587606,0.00009121252,0.00002724845,0.00001911889,0.000004156653,0.00131689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8218178,"threshold_uncertainty_score":0.1989695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04904043500021447,"score_gpt":0.3473025437047937,"score_spread":0.2982621087045793,"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."}}