{"id":"W2045941890","doi":"10.1378/chest.121.4.1165","title":"Mediastinal Transthoracic Needle and Core Lymph Node Biopsy","year":2002,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"Victoria General Hospital","funders":"","keywords":"Medicine; Mediastinal lymph node; Radiology; Biopsy; Core (optical fiber); Lymph node; Core biopsy; Pathology; Internal medicine; Cancer; Metastasis","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":[0.00009580728,0.0001248317,0.0002091965,0.00006905409,0.0001159068,0.00003856246,0.00004288787,0.00005468485,0.0009155953],"category_scores_gemma":[0.00002265611,0.00008962571,0.00007894439,0.00009417037,0.00007293119,0.00006711821,0.000007981747,0.0001747877,0.0000532866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001347292,"about_ca_system_score_gemma":0.00004043563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007929124,"about_ca_topic_score_gemma":0.000001247171,"domain_scores_codex":[0.9992493,0.00001110471,0.0001833706,0.0001377741,0.000205156,0.0002132671],"domain_scores_gemma":[0.999422,0.00003582935,0.00006133841,0.0001057027,0.00005134853,0.0003237942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001260357,0.000693972,0.8880701,0.0002745284,0.0002445856,0.001943732,0.001785899,0.000004079698,0.001212051,0.00007809305,0.00536106,0.1002059],"study_design_scores_gemma":[0.006759208,0.0004155332,0.9507357,0.000772972,0.000640501,0.02623095,0.0004433704,0.0006366719,0.001705684,0.000199509,0.01118846,0.0002714306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981627,0.006805872,0.0001209615,0.00688931,0.0002693374,0.00009031835,0.000005434652,0.00002567698,0.004166054],"genre_scores_gemma":[0.9939142,0.002394867,0.002264996,0.000410126,0.0005879271,0.000007712792,0.000002946095,0.00001790306,0.0003992531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09993444,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817124616843348,"score_gpt":0.2978975046909721,"score_spread":0.2497262585225387,"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."}}