{"id":"W2172606819","doi":"10.1097/lbr.0b013e3182903d86","title":"Diagnostic Yield of EBUS-TBNA for the Evaluation of Centrally Located Peribronchial Pulmonary Lesions","year":2013,"lang":"en","type":"article","venue":"Journal of Bronchology & Interventional Pulmonology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; McGill University","funders":"","keywords":"Medicine; Radiology; Forceps; Concomitant; Biopsy; Sampling (signal processing); Lung; Bronchoscopy; Nuclear medicine; Surgery; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007914176,0.0001508743,0.0005330494,0.0001972615,0.00005769991,0.000006112959,0.0002222241,0.0001765802,0.00172241],"category_scores_gemma":[0.001286332,0.00009995607,0.0006396582,0.0001116947,0.0003072337,0.0001163245,0.00005052593,0.0002554091,0.000009583983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002227271,"about_ca_system_score_gemma":0.0003418947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001164761,"about_ca_topic_score_gemma":0.00002901975,"domain_scores_codex":[0.9979446,0.0001803686,0.001085201,0.0001785865,0.0003748442,0.0002364033],"domain_scores_gemma":[0.9957182,0.001502946,0.0009477552,0.0002345607,0.001511466,0.00008500149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004912144,0.01790518,0.5327063,0.001045138,0.01051572,0.000162442,0.0006965052,0.003600809,0.04405009,0.006141824,0.06683367,0.3114302],"study_design_scores_gemma":[0.003510782,0.00414014,0.9797407,0.0006114964,0.001977356,0.001001118,0.0002238259,0.0009040585,0.003856323,0.003244452,0.000699102,0.00009066791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768111,0.007652321,0.001393999,0.01182273,0.0009987665,0.00103196,0.00002969544,0.000005681022,0.000253764],"genre_scores_gemma":[0.9984545,0.0003536565,0.0004284588,0.0001848108,0.0002659439,0.0001530964,0.00003431182,0.00001608806,0.0001091143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4470344,"threshold_uncertainty_score":0.9991902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05342684187270643,"score_gpt":0.3461321684985016,"score_spread":0.2927053266257952,"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."}}