{"id":"W3112992524","doi":"10.23736/s2784-8671.20.06784-x","title":"Dermatoscopy of melanoma according to type, anatomic site and stage","year":2021,"lang":"en","type":"article","venue":"Italian Journal of Dermatology and Venereology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Dermatoscopy; Melanoma; Lentigo maligna melanoma; Medicine; Nodular melanoma; Dermatology; Superficial spreading melanoma; Lentigo maligna; Acral lentiginous melanoma; Gamut; Pathology","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":[0.0004135415,0.0003655414,0.0002755766,0.00227766,0.0002965118,0.0003595251,0.000248215,0.0002974759,0.004167709],"category_scores_gemma":[0.001018392,0.0001307699,0.0004513016,0.0009010423,0.0002786325,0.0003952653,0.0004428111,0.000378787,0.001599112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912232,"about_ca_system_score_gemma":0.0001922337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001740972,"about_ca_topic_score_gemma":0.002574102,"domain_scores_codex":[0.9996376,0.00008957957,0.0000410511,0.00005275794,0.0001189201,0.00006016784],"domain_scores_gemma":[0.9996183,0.00006165285,0.00008637709,0.00004179146,0.0001244087,0.00006740431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002056915,0.000177705,0.6402233,0.001411117,0.0002956623,0.01381515,0.00122004,0.0008215483,0.07023224,0.002003317,0.01295184,0.2547912],"study_design_scores_gemma":[0.00003288878,0.0005352045,0.8745135,0.0006723058,0.0001670504,0.07363414,0.0008230188,0.001034718,0.00727479,0.0009171304,0.0403267,0.00006854766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8246607,0.04579202,0.01686307,0.001197867,0.0005800779,0.001120232,0.006015403,0.0006150779,0.1031555],"genre_scores_gemma":[0.9577813,0.0157722,0.008739529,0.000376307,0.0001452993,0.0001494285,0.001828353,0.00008106628,0.01512658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004167709,"threshold_uncertainty_score":0.01394236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119208100520205,"score_gpt":0.2763384389064196,"score_spread":0.2644176288543991,"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."}}