{"id":"W1572181151","doi":"10.1002/9780471420194.tnmc56","title":"Malignant Melanoma of Upper Aerodigestive Tract","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Pathological; Distant metastasis; Melanoma; Medicine; Lymph node metastasis; Metastasis; Stage (stratigraphy); Lymph; Pathology; Lymph node; Cancer; Internal medicine; Biology; Cancer research","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":[0.00006165415,0.000259,0.0005589484,0.0003410638,0.00001494032,0.000005124237,0.0001038037,0.0003521849,0.05986673],"category_scores_gemma":[0.00008238599,0.0002073628,0.000168119,0.0001146277,0.00007855461,0.00000828719,0.0000462053,0.0003915553,0.0002987435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003088278,"about_ca_system_score_gemma":0.00009421573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002228456,"about_ca_topic_score_gemma":0.0003133232,"domain_scores_codex":[0.9989222,0.0000190137,0.0002837624,0.0003071675,0.0002668822,0.0002009616],"domain_scores_gemma":[0.9990247,0.00002691795,0.000247799,0.0004945871,0.00004917786,0.0001567409],"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":[0.0001934148,0.001372241,0.0005782924,0.0004985802,0.0004217824,0.0006645086,0.00009060503,2.227313e-7,0.004503325,0.0002205757,0.949486,0.04197042],"study_design_scores_gemma":[0.0006656224,0.0003762999,0.002472108,0.0004170603,0.0002510688,0.0003640763,0.00005017665,0.00001128515,0.0005601306,0.000008466399,0.9946315,0.0001922382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005605738,0.000478949,0.0000523617,0.0007204257,0.001110638,0.0009758886,0.001876974,0.000344873,0.9888341],"genre_scores_gemma":[0.005477443,0.0002194005,0.002631948,0.0003609235,0.000873839,0.00001487993,0.0008807981,0.0003365811,0.9892042],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05956799,"threshold_uncertainty_score":0.9409927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334230509177636,"score_gpt":0.2690573337283774,"score_spread":0.2557150286366011,"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."}}