{"id":"W1491055111","doi":"10.1378/chest.14-3045","title":"The Chef Has a Knife…","year":2015,"lang":"en","type":"editorial","venue":"CHEST Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Radiology; Endobronchial ultrasound; Mediastinum; Fine-needle aspiration; Lung cancer staging; Endoscopic ultrasound; Lung cancer; Mediastinal lymphadenopathy; Biopsy; Bronchoscopy; Mediastinoscopy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009287772,0.003578892,0.003795882,0.003898098,0.004740392,0.009999782,0.003662734,0.03387177,0.01999385],"category_scores_gemma":[0.04311189,0.001924338,0.003675069,0.001542516,0.003160524,0.0049588,0.002750588,0.03281272,0.01441673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005326,"about_ca_system_score_gemma":0.004951281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389047,"about_ca_topic_score_gemma":0.01353579,"domain_scores_codex":[0.992092,0.001487111,0.001039377,0.0008128796,0.003907403,0.000661299],"domain_scores_gemma":[0.9755068,0.008635565,0.001908258,0.0008327324,0.008736125,0.004380494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002105965,0.000006706796,0.00003177954,0.0001186323,0.0000164286,0.0000876262,0.00000731407,0.00001035775,0.00001893676,0.0001364394,0.9957515,0.003793191],"study_design_scores_gemma":[0.0001043117,0.00003132342,0.000336355,0.0005839024,0.00009636007,0.0002766728,0.00004274109,0.00009702566,0.00006433028,0.0005927059,0.9977488,0.00002551403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002176895,0.004590319,0.00004546174,0.05158791,0.9423621,0.00001104212,0.00002103793,0.00002849935,0.001331765],"genre_scores_gemma":[0.000297962,0.002664067,0.00006099413,0.04520615,0.9446039,0.00001682748,0.00001899038,0.00001726065,0.00711384],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03387177,"threshold_uncertainty_score":0.06688607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0321740181934103,"score_gpt":0.3212967564791515,"score_spread":0.2891227382857411,"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."}}