{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008704983,0.00009411226,0.0004495511,0.0002311831,0.00004524159,0.000006673484,0.00004043143,0.0001002277,0.00007943633],"category_scores_gemma":[0.0001155836,0.00008521231,0.00004814522,0.0001436491,0.00009767382,0.00004456502,0.00006379377,0.0001698575,0.000006407499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001361405,"about_ca_system_score_gemma":0.0000855075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004359546,"about_ca_topic_score_gemma":0.0000171776,"domain_scores_codex":[0.9991933,0.0001035738,0.0003612401,0.0001215076,0.0000693778,0.0001510374],"domain_scores_gemma":[0.9993302,0.00007212334,0.0001778935,0.0001093743,0.0001539422,0.000156436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0008302222,0.0001015984,0.9376679,0.0003085106,0.0004171536,0.01340222,0.0006213113,0.00000713128,0.03817942,0.003035388,0.001443174,0.003986001],"study_design_scores_gemma":[0.006248924,0.001250337,0.1006338,0.0003645743,0.0007269909,0.654735,0.006671975,0.0002511615,0.1426874,0.0008438787,0.08515371,0.0004322264],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933566,0.001672068,0.0003656557,0.003396284,0.0003468769,0.00006259763,0.000002691009,0.000006433151,0.0007907744],"genre_scores_gemma":[0.9973668,0.0002562013,0.001151264,0.0008454923,0.00003481986,6.437784e-7,0.000002194896,0.000008675868,0.0003339327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8370341,"threshold_uncertainty_score":0.3474857,"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."}}