{"id":"W1939920056","doi":"10.1016/j.athoracsur.2015.08.070","title":"Endoscopic Mediastinal Staging in Lung Cancer Is Superior to “Gold Standard” Surgical Staging","year":2015,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Mediastinoscopy; Radiology; Lung cancer staging; Mediastinum; Gold standard (test); Lung cancer; Biopsy; Surgery; Oncology","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":[0.003747343,0.0003877229,0.0008612399,0.0007493636,0.000273617,0.001076389,0.0003081086,0.0006112544,0.001769344],"category_scores_gemma":[0.01091684,0.000141014,0.0006564895,0.0005349136,0.0004447504,0.001482923,0.0006406014,0.0005271618,0.0003258689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003640869,"about_ca_system_score_gemma":0.0002682326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004360153,"about_ca_topic_score_gemma":0.002210373,"domain_scores_codex":[0.9989342,0.0004032132,0.0001515678,0.0001458979,0.0002675109,0.00009756876],"domain_scores_gemma":[0.9960698,0.002272319,0.0003841119,0.0004007983,0.0005752993,0.0002976921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005456417,0.0001241291,0.6997732,0.0006619246,0.0006209163,0.0007420575,0.0001879078,0.001653856,0.006017923,0.0005626142,0.002871125,0.281328],"study_design_scores_gemma":[0.0003083331,0.002702878,0.9639187,0.0003894897,0.001733423,0.003918464,0.0004680632,0.01001641,0.003699261,0.003156015,0.009627087,0.00006183892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335898,0.04477307,0.003204395,0.002424187,0.001233856,0.00005251006,0.0004457421,0.0001297077,0.01414661],"genre_scores_gemma":[0.9950653,0.002274831,0.001068431,0.0002937229,0.0005642591,0.000004702944,0.000359714,0.00001606911,0.0003528744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003747343,"threshold_uncertainty_score":0.01981807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122077427892371,"score_gpt":0.4400572992613515,"score_spread":0.3179798713689805,"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."}}