{"id":"W4392349136","doi":"10.18280/ts.410117","title":"Deep Learning-Based Classification of Melanoma and Non-Melanoma Skin Cancer","year":2024,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Melanoma; Skin cancer; Medicine; Dermatology; Artificial intelligence; Cancer; Cancer research; Computer science; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003882491,0.0004183386,0.000339885,0.0007666561,0.0001403059,0.0003829897,0.0004484423,0.0004213409,0.0007877099],"category_scores_gemma":[0.0008067172,0.0001226293,0.0004087957,0.0003186432,0.0001620189,0.0003627346,0.0003812019,0.0003743359,0.0003323355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004630745,"about_ca_system_score_gemma":0.0003399557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004992052,"about_ca_topic_score_gemma":0.005843323,"domain_scores_codex":[0.9997543,0.00003903175,0.00001885565,0.00006379336,0.000068717,0.00005530567],"domain_scores_gemma":[0.999772,0.00005458813,0.00003104524,0.00002904689,0.00008747985,0.00002584507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007780581,0.0005124265,0.03787063,0.000284545,0.000147425,0.0004850014,0.0001011436,0.1635386,0.05336968,0.001722084,0.009341369,0.731849],"study_design_scores_gemma":[0.00001057066,0.0001146415,0.01016534,0.00002396476,0.00002839019,0.0001554985,0.00003601728,0.9720978,0.01510086,0.0007443589,0.001511566,0.00001089223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7676016,0.003748637,0.2162437,0.0006963321,0.0002397123,0.0002018676,0.001346703,0.002062697,0.007858762],"genre_scores_gemma":[0.9726828,0.0004628833,0.02213,0.0001179404,0.00003358841,0.00004060808,0.001266413,0.00002367953,0.003241999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004992052,"threshold_uncertainty_score":0.009925961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378174640123971,"score_gpt":0.2591093731220326,"score_spread":0.2453276267207929,"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."}}