{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006258368,0.0006329537,0.0006661133,0.001411151,0.0004316046,0.0005520807,0.001134827,0.001012261,0.004581817],"category_scores_gemma":[0.00102115,0.000184616,0.0007384862,0.0005336626,0.0002242243,0.0008207451,0.0005613228,0.0007563417,0.002593591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008399924,"about_ca_system_score_gemma":0.000557369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003922663,"about_ca_topic_score_gemma":0.003161332,"domain_scores_codex":[0.9995938,0.00004222322,0.00002909832,0.0001379959,0.0001340955,0.00006291504],"domain_scores_gemma":[0.9995963,0.00007499949,0.0000347201,0.0000614392,0.000204656,0.00002802147],"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":[0.0007582144,0.001055644,0.01117199,0.0002451668,0.0001581582,0.0007415671,0.0001111654,0.03169099,0.06578965,0.0008648005,0.01323403,0.8741786],"study_design_scores_gemma":[0.00005287255,0.0006903688,0.01286807,0.00003622725,0.0001058901,0.001185456,0.00008971394,0.9073616,0.06891597,0.002027754,0.006604769,0.0000612584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3725532,0.003241751,0.5690639,0.0009528798,0.0007981104,0.001127017,0.002250246,0.03629672,0.0137162],"genre_scores_gemma":[0.8977696,0.000620955,0.08805117,0.0003024403,0.0001418843,0.000303518,0.00173148,0.00008854512,0.0109905],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004581817,"threshold_uncertainty_score":0.01532769,"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."}}