{"id":"W2072815302","doi":"10.1159/000152832","title":"Impact of Interventional Bronchoscopy on Quality of Life in Malignant Airway Obstruction","year":2008,"lang":"en","type":"article","venue":"Respiration","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Airway; Quality of life (healthcare); Airway obstruction; Bronchoscopy; Concomitant; Bronchial thermoplasty; Cryotherapy; Malignancy; Ablation; Surgery; Internal medicine; Airway resistance","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":[0.000162498,0.00006173931,0.0001995003,0.0001208821,0.00001503392,0.000001043738,0.00002402629,0.00005432124,0.000132918],"category_scores_gemma":[0.0001561808,0.00004940536,0.0001415134,0.0001431238,0.00004465857,0.0000640914,0.000004853842,0.00007284293,0.000005575724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006544316,"about_ca_system_score_gemma":0.0001056509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007802135,"about_ca_topic_score_gemma":0.00008603907,"domain_scores_codex":[0.9991167,0.00005816332,0.0004422926,0.0001056404,0.0002026035,0.0000745629],"domain_scores_gemma":[0.9995867,0.00002767694,0.0001715814,0.0001075486,0.0000665262,0.00003996829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001787691,0.0008459744,0.9423379,0.0001441102,0.00003090208,0.000001107151,0.0002532143,0.0007863125,0.04559568,0.0006002958,0.0001549497,0.007461916],"study_design_scores_gemma":[0.00145675,0.001512135,0.990224,0.0001146966,0.000004757323,0.000001699262,0.00002786708,0.000133653,0.006377578,0.00008431946,0.00002236113,0.00004018981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987119,0.0001180396,0.0002933306,0.0001094827,0.00004253363,0.0001511837,0.000007806909,0.000009080465,0.0005566681],"genre_scores_gemma":[0.9996879,0.00001825059,0.0001258232,0.00002599314,0.00003552029,0.000004530879,0.00002798208,0.00000492854,0.00006907072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04788614,"threshold_uncertainty_score":0.2014692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06519876687138906,"score_gpt":0.3610278630945454,"score_spread":0.2958290962231563,"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."}}