{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001190275,0.001171708,0.0005785525,0.001444028,0.001356522,0.004663179,0.001714997,0.002012969,0.5233086],"category_scores_gemma":[0.004659467,0.0002615833,0.0007650535,0.001182127,0.0005457032,0.002658382,0.002503612,0.002042815,0.3734301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001998037,"about_ca_system_score_gemma":0.003424844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00387612,"about_ca_topic_score_gemma":0.003618283,"domain_scores_codex":[0.9986304,0.0001494412,0.0000863673,0.0002872638,0.0006877136,0.0001588515],"domain_scores_gemma":[0.9978881,0.0002225346,0.00008912983,0.0001927376,0.001181616,0.000425916],"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":[0.00005416124,0.00005082177,0.0004998532,0.0003126463,0.000005829293,0.0002589678,0.0001097439,0.0001070411,0.0003133271,0.01335452,0.8386354,0.1462977],"study_design_scores_gemma":[0.00000451493,0.0000104845,0.0002623987,0.0001707667,0.000002435952,0.0002046252,0.00005230675,0.00002516992,0.00009934183,0.001960059,0.9972039,0.000004068632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001677319,0.005905332,0.006929263,0.01573468,0.01516396,0.0003698817,0.01461939,0.00198945,0.9376107],"genre_scores_gemma":[0.009304931,0.005826716,0.004984636,0.00796753,0.002897904,0.0003107115,0.01411937,0.0008225951,0.9537655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4766914,"threshold_uncertainty_score":0,"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."}}