{"id":"W1551725805","doi":"10.1002/9780471420194.tnmc27.pub2","title":"Carcinoma of Skin","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Pathological; Distant metastasis; Stage (stratigraphy); Lymph node metastasis; Medicine; Metastasis; Lymph; Lymph node; Pathology; Cancer; Internal medicine; Biology","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":[0.00002607923,0.0001345964,0.0003196201,0.0002363264,0.000006561104,0.000002041014,0.00006350257,0.0002093861,0.05035278],"category_scores_gemma":[0.00002290558,0.000114878,0.00009393131,0.00007844518,0.00004058448,0.000002635671,0.00003667569,0.0002336173,0.0001789042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001247958,"about_ca_system_score_gemma":0.00003919938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002676445,"about_ca_topic_score_gemma":0.0008673203,"domain_scores_codex":[0.9994091,0.000007243677,0.0001555737,0.0001633455,0.0001582388,0.0001065311],"domain_scores_gemma":[0.9993945,0.000008605524,0.0001227523,0.0003827177,0.0000235838,0.00006787038],"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":[0.0000352782,0.0002363944,0.00007109002,0.0002664164,0.00009219942,0.0001195287,0.0000177924,2.84887e-8,0.0007121283,0.0000574631,0.9662376,0.03215409],"study_design_scores_gemma":[0.0004685603,0.0001444768,0.0008270378,0.0001202649,0.000136379,0.0001088828,0.00001949269,0.00001598206,0.0002865003,0.000004821598,0.9977741,0.00009354788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002147964,0.0002815731,0.00002810826,0.0002739956,0.0006547591,0.0003945338,0.000596102,0.0001570252,0.9954659],"genre_scores_gemma":[0.006073566,0.00005385784,0.001900094,0.0002349775,0.000912979,0.000005303696,0.0005326659,0.0002156048,0.9900709],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05017388,"threshold_uncertainty_score":0.9505153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153773797798106,"score_gpt":0.2642968558270979,"score_spread":0.2527591178491169,"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."}}