{"id":"W3182313412","doi":"10.23736/s0392-0488.20.06784-x","title":"Dermatoscopy of melanoma according to type, anatomic site and stage: a 2020 update","year":2020,"lang":"it","type":"article","venue":"Giornale italiano di dermatologia e venereologia : organo ufficiale, Società italiana di dermatologia e sifilografia","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Dermatoscopy; Melanoma; Medicine; Lentigo maligna melanoma; Dermatology; Nodular melanoma; Superficial spreading melanoma; Lentigo maligna; Gamut; Pathology; Acral lentiginous melanoma; Computer science","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":[0.0019138,0.0008572511,0.001251863,0.007093305,0.00033615,0.001501912,0.001236563,0.001234367,0.005443208],"category_scores_gemma":[0.004481997,0.0005280632,0.0009955624,0.004440899,0.0007194997,0.003585209,0.001207897,0.001953738,0.004264123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001651921,"about_ca_system_score_gemma":0.001381619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006105413,"about_ca_topic_score_gemma":0.008222189,"domain_scores_codex":[0.9990385,0.0001473099,0.0002572516,0.0001652216,0.0003129711,0.00007882193],"domain_scores_gemma":[0.9934366,0.001583113,0.0007889453,0.0002111099,0.003517088,0.0004631817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001230573,0.0000473209,0.008086304,0.003159825,0.00008086774,0.0003634444,0.00008141452,0.0003407875,0.0007066401,0.001595528,0.09931378,0.8861011],"study_design_scores_gemma":[0.00002962821,0.00009613852,0.02724173,0.01180562,0.0003724501,0.01059869,0.0002490385,0.0008116149,0.0005142203,0.001730927,0.9464733,0.00007666878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.004101247,0.9712301,0.002872654,0.007011501,0.002855734,0.00005718427,0.001629278,0.0002182739,0.01002398],"genre_scores_gemma":[0.02099822,0.9553146,0.005438133,0.004672201,0.004437398,0.00008945876,0.004989802,0.0001033946,0.003956771],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007093305,"threshold_uncertainty_score":0.0182094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900163690719332,"score_gpt":0.2576351207409548,"score_spread":0.2386334838337615,"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."}}