{"id":"W4409186157","doi":"10.1159/000545568","title":"Predictive Factors of Clinical Success of Therapeutic Bronchoscopy in Malignant Central Airway Obstruction: Results from the EpiGETIF Registry","year":2025,"lang":"en","type":"article","venue":"Respiration","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Multivariate analysis; Airway obstruction; Prospective cohort study; Bronchoscopy; Population; Internal medicine; Airway; Physical therapy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001888995,0.0002170366,0.000454502,0.001341664,0.0002479916,0.0006615348,0.0003924209,0.0004052725,0.001328389],"category_scores_gemma":[0.005672083,0.0001430693,0.0003454362,0.001322776,0.000209293,0.0005852989,0.0006691362,0.0003162768,0.0002999199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151664,"about_ca_system_score_gemma":0.000297708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001379993,"about_ca_topic_score_gemma":0.001604583,"domain_scores_codex":[0.9988803,0.0003422646,0.0001640619,0.0001904202,0.0002578892,0.0001649906],"domain_scores_gemma":[0.9937149,0.001828243,0.003044773,0.0003696445,0.0004805868,0.0005619253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008825407,0.000009964723,0.9993062,0.000003772575,0.000009867914,0.00001947828,0.00001136806,0.00001657497,0.00003034446,0.000003218918,0.0000543077,0.0004467206],"study_design_scores_gemma":[0.000006031346,0.00005552827,0.9995358,0.000003985336,0.00001295134,0.0001185378,0.00005023407,0.0001011324,0.00003268204,0.000004043489,0.00007718113,0.000001784594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985161,0.0001595913,0.00005082267,0.0000351948,0.000002433957,0.0000100468,0.000924528,0.000003919577,0.0002973891],"genre_scores_gemma":[0.9982356,0.0000663465,0.00007341983,0.00001434013,0.00001188261,0.0000162087,0.001530971,0.000002736103,0.00004858959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001888995,"threshold_uncertainty_score":0.009990036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03879583132893369,"score_gpt":0.3438114207493724,"score_spread":0.3050155894204387,"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."}}