{"id":"W4404337568","doi":"10.5922/2223-2427-2024-9-3-6","title":"Endoscopic diagnosis of melanoma","year":2024,"lang":"en","type":"article","venue":"Surgical practice (Russia)","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Defence Medical Centre","funders":"","keywords":"Melanoma; Medicine; Dermatology; 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":[0.0002911954,0.0005702915,0.0002703835,0.001057201,0.0003331657,0.0003164921,0.0003250163,0.0006639273,0.006720596],"category_scores_gemma":[0.001234758,0.0001932014,0.0002952993,0.000330497,0.0003340467,0.0005813138,0.0005789094,0.0007951815,0.00212706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001934928,"about_ca_system_score_gemma":0.0001990848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004177912,"about_ca_topic_score_gemma":0.0006706736,"domain_scores_codex":[0.9997044,0.00005374593,0.00003070636,0.00005218771,0.00007377363,0.00008508509],"domain_scores_gemma":[0.999518,0.0001221871,0.00009991319,0.00005605001,0.00007038096,0.0001333922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005932235,0.0001473935,0.4131709,0.0004991582,0.00008435703,0.4057166,0.0004930421,0.0002544745,0.0366107,0.0006877288,0.006501661,0.135241],"study_design_scores_gemma":[0.00001656987,0.0002204458,0.08549172,0.0001202902,0.00003541394,0.8925508,0.0002538971,0.000386475,0.005105044,0.0002709418,0.01553642,0.00001202318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.889669,0.02320619,0.01307108,0.002104671,0.0009114153,0.0001651244,0.0005934277,0.0004016326,0.06987745],"genre_scores_gemma":[0.9875314,0.003169702,0.004458299,0.0006787885,0.000304599,0.00001635777,0.0002797331,0.00002473598,0.003536473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006720596,"threshold_uncertainty_score":0.02248263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02020766937195849,"score_gpt":0.3162089812144456,"score_spread":0.2960013118424871,"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."}}