{"id":"W3110169719","doi":"10.21037/jtd-20-1565","title":"Central location and risk of imaging occult mediastinal lymph node involvement in cN0T2-4 non-small cell lung cancer","year":2020,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec; Université Laval","funders":"","keywords":"Medicine; Occult; Mediastinal lymph node; Radiology; Lung cancer; Lymph node; Dissection (medical); Cancer; Internal medicine; Pathology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001659181,0.0001326461,0.0003073524,0.0000914468,0.00002536332,0.00001665113,0.00006879718,0.00002050838,0.00004102392],"category_scores_gemma":[0.00008461119,0.0001020452,0.0001050104,0.0001676139,0.00003588957,0.0001118779,0.00003280601,0.0001318163,7.294529e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003243815,"about_ca_system_score_gemma":0.0005579183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002081578,"about_ca_topic_score_gemma":0.00001923147,"domain_scores_codex":[0.9988529,0.0000507932,0.0004394552,0.000158202,0.0003116542,0.0001869743],"domain_scores_gemma":[0.9986861,0.00004307027,0.0004200406,0.00009903342,0.0001868597,0.0005648792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001014881,0.0004803498,0.9872694,0.002088223,0.0001302915,0.0002733839,0.001066987,0.001326783,0.000182825,0.000001517618,0.0005519538,0.0056134],"study_design_scores_gemma":[0.002537786,0.00009913767,0.9803376,0.002430427,0.001642757,0.000006434436,0.0004234,0.01029351,0.002079233,0.00001041752,0.00004061279,0.00009869658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839422,0.0114374,0.0007035164,0.003451586,0.0001423858,0.0002402684,0.00003922692,0.000004403422,0.00003902007],"genre_scores_gemma":[0.9937689,0.004783888,0.0005969107,0.0005413295,0.0002661833,0.00001411791,0.000006988943,0.00001381605,0.000007833278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009826739,"threshold_uncertainty_score":0.416128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321182174876728,"score_gpt":0.3051780528398311,"score_spread":0.2919662310910638,"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."}}