{"id":"W2997373847","doi":"10.1002/9780471420194.tnmc31.pub2","title":"Vulva","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Distant metastasis; Pathological; Stage (stratigraphy); Lymph node metastasis; Metastasis; Medicine; Vulva; Lymph; Pathology; Cancer; Internal medicine; Biology; Paleontology; Ecology","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":[0.0000126042,0.0001576805,0.0003119444,0.00009288902,0.00000837139,0.000004279794,0.00004195331,0.0002227968,0.1010426],"category_scores_gemma":[0.00001339162,0.0001172556,0.00008793554,0.00004887589,0.00002918092,0.000003291053,0.00001924824,0.0002256135,0.0007094892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003429811,"about_ca_system_score_gemma":0.00008046845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005682353,"about_ca_topic_score_gemma":0.002159946,"domain_scores_codex":[0.9994511,0.000003440182,0.0000938857,0.0001957432,0.0001303208,0.0001254993],"domain_scores_gemma":[0.9994513,0.00001299409,0.00006163722,0.0003626681,0.00001458978,0.00009684648],"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":[0.000009008239,0.0004630883,0.0003414895,0.00005301191,0.0001144152,0.00008306325,0.000006790358,4.658236e-9,0.00001731548,0.00002531415,0.9579284,0.04095812],"study_design_scores_gemma":[0.0008126414,0.0001137635,0.001782233,0.000349717,0.0001898736,0.0000220208,0.000002319505,0.000001662433,0.00003579478,0.000007181757,0.996583,0.00009972548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000231916,0.002920569,0.000002203763,0.00223129,0.0006478776,0.0003937897,0.002999294,0.000241703,0.9903314],"genre_scores_gemma":[0.0001308584,0.001165086,0.002626357,0.0008135373,0.002522092,0.00003535567,0.002852204,0.0003301195,0.9895244],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1003331,"threshold_uncertainty_score":0.9119285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0157606903505047,"score_gpt":0.3216412854843604,"score_spread":0.3058805951338557,"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."}}