{"id":"W2908829487","doi":"","title":"Dermoscopy Overview and Extradiagnostic Applications","year":2019,"lang":"en","type":"article","venue":"StatPearls","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; SKiN Health","funders":"","keywords":"Dermatology; Medicine; Scalp; Basal cell carcinoma; Basal cell; Pathology; Dermatoscopy; Context (archaeology); Biopsy; Melanoma; Biology","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":[0.00008533372,0.00009368421,0.0001813697,0.00006980688,0.00004891054,0.00002674305,0.00005158156,0.00005889711,0.0008616244],"category_scores_gemma":[0.00007171787,0.00008400018,0.0000328486,0.000167673,0.00007090849,0.00004413689,0.00003543117,0.0001598806,0.0008655557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004337616,"about_ca_system_score_gemma":0.0001293771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003606527,"about_ca_topic_score_gemma":0.000009321658,"domain_scores_codex":[0.9991673,0.00002758515,0.0001223313,0.0002428391,0.0002171771,0.0002227905],"domain_scores_gemma":[0.9993126,0.0001587656,0.00002107089,0.0002733282,0.00007942951,0.0001547925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002814219,0.0005996973,0.8183508,0.001803467,0.0002430875,0.0001857132,0.001465721,0.000009670343,0.02679927,0.01766958,0.009421973,0.1231696],"study_design_scores_gemma":[0.009636561,0.00236543,0.5005928,0.0006841334,0.000275658,0.003387477,0.002108613,0.002628024,0.004679467,0.009914131,0.4625958,0.001131855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629517,0.008929541,0.000546978,0.001721215,0.00004096898,0.002280944,0.00003032322,0.00008248854,0.02341586],"genre_scores_gemma":[0.9907964,0.001845168,0.0008226599,0.001014047,0.00004488652,0.0001526928,0.00002288801,0.00002941753,0.005271876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4531738,"threshold_uncertainty_score":0.9999124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042565498109212,"score_gpt":0.3415836045929858,"score_spread":0.3211579496118937,"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."}}