{"id":"W4409191259","doi":"10.1016/j.ccm.2025.02.008","title":"Malignant Central Airway Obstruction","year":2025,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Airway obstruction; Airway; Intensive care medicine; Surgery","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":[0.000646271,0.0005856573,0.003385351,0.0005349516,0.0000502498,0.000006896168,0.0002696364,0.0008183843,0.0003242184],"category_scores_gemma":[0.001330863,0.0004040226,0.0005249238,0.0009742485,0.0003082093,0.00003963021,0.00007572952,0.001574281,0.00007071553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002968793,"about_ca_system_score_gemma":0.0009976267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004466593,"about_ca_topic_score_gemma":0.00002986152,"domain_scores_codex":[0.996257,0.0001298005,0.001841083,0.0007624305,0.0004006232,0.0006090676],"domain_scores_gemma":[0.9977154,0.0007901731,0.0004314692,0.0006932835,0.0000761132,0.0002935346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002413441,0.0001785886,0.0002830116,0.05115438,0.00008337011,0.0001086994,0.0000928543,4.168924e-7,9.079905e-8,0.0002064593,0.002401914,0.9454661],"study_design_scores_gemma":[0.001548364,0.0003268491,0.0003724888,0.09605986,0.001438335,0.00007849486,0.000116359,0.00000781073,4.168542e-7,0.0001842948,0.8995927,0.0002740269],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002664728,0.9858593,0.00003533283,0.001284759,0.003030503,0.001215786,0.00002215753,0.0001004762,0.008425014],"genre_scores_gemma":[0.00004736289,0.9918455,0.0001818474,0.0004664703,0.001357602,0.00009258055,0.0004964389,0.00005929861,0.005452851],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.945192,"threshold_uncertainty_score":0.9998412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07025293595397042,"score_gpt":0.4023118177068463,"score_spread":0.3320588817528759,"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."}}