{"id":"W4241375241","doi":"10.1002/9780471420194.tnmc01.pub2","title":"Introduction","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Categorization; Cancer; Medicine; TNM staging system; Medical physics; Oncology; Internal medicine; Neoplasm staging; Computer science; Artificial intelligence","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":[0.0000221595,0.0001276538,0.0001084718,0.00004100861,0.00001222466,0.000008842278,0.0001082082,0.0003364539,0.006406401],"category_scores_gemma":[0.0000706785,0.0001288153,0.00004903315,0.00002625101,0.00003660238,1.788434e-7,0.00006221288,0.0001323351,0.000104112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000525016,"about_ca_system_score_gemma":0.00006135143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005149773,"about_ca_topic_score_gemma":0.001519741,"domain_scores_codex":[0.9994946,0.000005487091,0.00008209456,0.000257186,0.00004930139,0.0001113068],"domain_scores_gemma":[0.9994715,0.000002591414,0.00007165584,0.0003902243,0.00002059828,0.00004341686],"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":[0.000006881964,0.00004121422,0.000006717672,0.000009254866,0.00002267306,9.307656e-7,0.000001039116,8.637064e-7,0.02120048,0.00003537485,0.9726711,0.006003503],"study_design_scores_gemma":[0.000133993,0.00005555856,0.00002473938,0.000007167724,0.0000159086,0.000005755707,0.000002019979,0.000002617167,0.002234468,0.00001442962,0.9973524,0.0001509271],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00377396,0.0079981,0.0009579427,0.003974088,0.009989799,0.0007623556,0.02086999,0.0002086694,0.9514651],"genre_scores_gemma":[0.0001101982,0.001682205,0.003038385,0.0003699448,0.02612482,0.000009694642,0.01380107,0.0002978306,0.9545659],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02468135,"threshold_uncertainty_score":0.9945019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004584481726655618,"score_gpt":0.2412176341695677,"score_spread":0.2366331524429121,"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."}}