{"id":"W3164834250","doi":"10.18280/ria.350203","title":"Transfer Learning Based System for Melanoma Type Detection","year":2021,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Transfer of learning; Melanoma; Artificial intelligence; Cancer research; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001940892,0.0001183669,0.0002057977,0.00009383856,0.0001646785,0.0000332803,0.00004738498,0.00007937224,0.0003504609],"category_scores_gemma":[0.0001276811,0.0001210491,0.0001494337,0.0003549144,0.00002113315,0.00003745973,0.00001183116,0.000148085,0.0002701586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001144292,"about_ca_system_score_gemma":0.00005683189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008621126,"about_ca_topic_score_gemma":0.00001970113,"domain_scores_codex":[0.9990209,0.00004307894,0.0002830645,0.0003166508,0.0001193018,0.0002169686],"domain_scores_gemma":[0.9992914,0.00009227588,0.00003066364,0.0002522635,0.0002433087,0.00009004362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001051963,0.0003681716,0.0002383575,0.002038799,0.000162676,0.0004742598,0.0005443476,0.09209055,0.6876159,0.002795749,0.0002920128,0.2123272],"study_design_scores_gemma":[0.000126692,0.0004070667,0.00001400749,0.0001162085,0.00007811516,0.0002821165,0.001661001,0.2446852,0.6573131,0.00001134582,0.0951976,0.0001075409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1736815,0.0002724742,0.8144816,0.0007451049,0.001232953,0.000706296,0.000003014057,0.0003243963,0.008552591],"genre_scores_gemma":[0.9865599,0.00001835211,0.0005916228,0.0001687241,0.0001575703,0.00004685031,0.00002067122,0.0000270411,0.01240926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.81389,"threshold_uncertainty_score":0.4936238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0349239266209358,"score_gpt":0.2659739754097045,"score_spread":0.2310500487887687,"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."}}