{"id":"W2564182907","doi":"10.1007/978-3-319-48066-4_2","title":"Melanoma—Diagnosis, Subtypes and AJCC Stages","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Melanoma; Lentigo maligna melanoma; Medicine; Nodular melanoma; Dermatoscopy; Dermatology; Acral lentiginous melanoma; Breslow Thickness; Lentigo maligna; Pathology; Cancer; Stage (stratigraphy); Superficial spreading melanoma; Seborrheic keratosis; Histopathology; Dermatopathology; Biology; Internal medicine; Sentinel lymph node; Breast cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000351929,0.0006339318,0.0004792696,0.001339228,0.00024446,0.001004513,0.0004739501,0.0005958984,0.03082992],"category_scores_gemma":[0.001180935,0.0003216971,0.0003480062,0.001199231,0.0002879644,0.001189362,0.0005920734,0.001582271,0.01559764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006544945,"about_ca_system_score_gemma":0.0008131698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002922576,"about_ca_topic_score_gemma":0.007751336,"domain_scores_codex":[0.9998736,0.00002106228,0.00001422299,0.00002085127,0.00006070412,0.000009585223],"domain_scores_gemma":[0.9997994,0.00009857379,0.00001896847,0.000008373683,0.00004995591,0.00002470736],"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":[0.00002434941,0.00002454185,0.0004172758,0.0003855641,0.000008616555,0.00008736664,0.0001034603,0.0003901503,0.0003293248,0.01193708,0.6007664,0.3855259],"study_design_scores_gemma":[0.000003717176,0.0000161015,0.001096654,0.0004815742,0.000006827043,0.0007319369,0.00004298789,0.0001590482,0.00007998503,0.009547355,0.9878258,0.000007902622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002238941,0.4944886,0.01129928,0.02049145,0.02666662,0.0001137605,0.004019309,0.000636388,0.4400456],"genre_scores_gemma":[0.01022625,0.2596534,0.0119315,0.01014848,0.01268724,0.0001571485,0.003203389,0.0003711434,0.6916214],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03082992,"threshold_uncertainty_score":0.1031363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531602013619958,"score_gpt":0.2371260413009281,"score_spread":0.2218100211647285,"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."}}