{"id":"W2997343668","doi":"10.1002/9780471420194.tnmc05.pub2","title":"Larynx","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); Larynx; Pathological; Distant metastasis; Lymph node metastasis; Stage (stratigraphy); Metastasis; Lymph node; Medicine; Pathology; Cancer; Internal medicine; Biology; Anatomy","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":[0.00001285746,0.0001522624,0.0003037928,0.0000889751,0.000008335148,0.000004096503,0.00004129918,0.0002204944,0.09324842],"category_scores_gemma":[0.00001197096,0.0001135634,0.00009258353,0.00004787046,0.00002694883,0.000003555515,0.00001980905,0.0002254885,0.000650605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003014589,"about_ca_system_score_gemma":0.00007757212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004118921,"about_ca_topic_score_gemma":0.001702198,"domain_scores_codex":[0.9994694,0.000003528193,0.00008943344,0.0001891853,0.0001258506,0.0001225928],"domain_scores_gemma":[0.999472,0.00001211631,0.00005738707,0.0003519333,0.00001351869,0.00009305147],"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":[0.000008932234,0.0004838157,0.0004959442,0.00005539854,0.0001163977,0.00009338155,0.000005122756,4.207227e-9,0.00002175273,0.00003109808,0.9719847,0.0267034],"study_design_scores_gemma":[0.0008126117,0.000103258,0.003650026,0.0003453191,0.0001856095,0.00002263747,0.000002087452,0.000001434647,0.00003389939,0.000008017298,0.9947385,0.00009661061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002663654,0.003645271,0.000002103023,0.002522114,0.0005586797,0.000391875,0.003431048,0.0002485066,0.988934],"genre_scores_gemma":[0.0001036423,0.001332938,0.002529557,0.0009193158,0.002181995,0.00003413663,0.003335406,0.0003159262,0.9892471],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09259781,"threshold_uncertainty_score":0.9075805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478458859946996,"score_gpt":0.3170426268563769,"score_spread":0.3022580382569069,"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."}}