{"id":"W2495766782","doi":"10.1016/j.thorsurg.2016.04.005","title":"Mediastinal Staging","year":2016,"lang":"en","type":"review","venue":"Thoracic surgery clinics/Thorac. surg. clin.","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Mediastinoscopy; Medicine; Gold standard (test); Lung cancer; Radiology; Biopsy; Lung cancer staging; Mediastinum; Lymph node; Surgery; Oncology; Pathology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.007767282,0.002089488,0.01036811,0.00132465,0.0003282797,0.0001748667,0.0005982501,0.001535491,0.002422004],"category_scores_gemma":[0.003079266,0.001438338,0.00544386,0.001379399,0.0004566661,0.0003250743,0.0003993136,0.001869434,0.00439276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351172,"about_ca_system_score_gemma":0.004947342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004990561,"about_ca_topic_score_gemma":0.00001721278,"domain_scores_codex":[0.9869117,0.001730977,0.005240569,0.002580664,0.001594345,0.001941753],"domain_scores_gemma":[0.9687639,0.02337128,0.003045259,0.002836761,0.000591336,0.001391422],"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":[0.0003032001,0.0008061379,0.008176379,0.02083207,0.001718251,0.001881625,0.00003131442,1.362763e-7,8.162113e-8,0.00003423196,0.01921278,0.9470038],"study_design_scores_gemma":[0.0004111106,0.0001964875,0.000153725,0.0987849,0.006223738,0.0003001053,0.00002454689,0.00000298893,0.000009631601,0.0001219719,0.8924463,0.00132445],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003215215,0.9848894,0.00006872853,0.0008146337,0.006778987,0.002275544,0.0005724936,0.0006640491,0.003614672],"genre_scores_gemma":[0.000223026,0.9863596,0.0005867773,0.0005331641,0.005669795,0.000894251,0.001108264,0.0006268847,0.003998217],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9456794,"threshold_uncertainty_score":0.9997607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1624618426263809,"score_gpt":0.4744905938809953,"score_spread":0.3120287512546144,"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."}}