{"id":"W4410708263","doi":"10.1016/j.jtho.2025.05.014","title":"Safety and Sample Adequacy for Comprehensive Biomarker Testing of Bronchoscopic Biopsies: An American Association of Bronchology and Interventional Pulmonology and International Association for the Study of Lung Cancer Clinical Practice Guideline","year":2025,"lang":"en","type":"review","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Lung cancer; Clinical Practice; Internal medicine; Oncology; Pulmonology; Bronchoscopy; Radiology; Pathology; Family 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":[0.03652271,0.001112651,0.005506973,0.002710801,0.0006275214,0.002469633,0.004176846,0.003620191,0.001765022],"category_scores_gemma":[0.06000892,0.0008337763,0.005104023,0.001846352,0.001536859,0.001449337,0.001411673,0.003470626,0.0009267309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002235068,"about_ca_system_score_gemma":0.008785855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008397549,"about_ca_topic_score_gemma":0.01803097,"domain_scores_codex":[0.975077,0.009533681,0.006293511,0.001297681,0.007482001,0.0003160877],"domain_scores_gemma":[0.9371703,0.04011668,0.008931486,0.001388045,0.01174821,0.0006452705],"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":[0.001052567,0.0002135619,0.01085949,0.05270288,0.003587748,0.0002441655,0.0003107311,0.001023096,0.00224495,0.004476431,0.06786644,0.8554178],"study_design_scores_gemma":[0.001543267,0.001788256,0.06262867,0.2140917,0.01824848,0.003363091,0.0004626789,0.004679106,0.007242397,0.01298079,0.672609,0.0003626143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002727137,0.972209,0.008977007,0.008220273,0.0008934776,0.0008270172,0.001535732,0.0001468631,0.004463449],"genre_scores_gemma":[0.04944627,0.8661095,0.05752132,0.01675951,0.001127096,0.002331244,0.004742926,0.0001194416,0.001842804],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03652271,"threshold_uncertainty_score":0.1931528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1311775827869362,"score_gpt":0.5820721562242435,"score_spread":0.4508945734373072,"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."}}