{"id":"W7128640893","doi":"10.1109/icicis65613.2025.11371124","title":"SkinAI – A Deep Learning Based Web Application for Multi-Class Skin Cancer Detection","year":2025,"lang":"","type":"article","venue":"","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Deep learning; Convolutional neural network; Skin cancer; Web application; Class (philosophy); Interface (matter); Cancer; Component (thermodynamics)","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":[0.0004577909,0.0009918234,0.0004168107,0.001480972,0.0001676633,0.0006019427,0.001135595,0.0006704872,0.02479189],"category_scores_gemma":[0.001767903,0.0004430983,0.0005325832,0.0005117906,0.0001256987,0.0008328092,0.001272252,0.0007989907,0.008123621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004176835,"about_ca_system_score_gemma":0.0003776503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002914054,"about_ca_topic_score_gemma":0.005175643,"domain_scores_codex":[0.9997897,0.0000272245,0.00001421621,0.00006884059,0.00007680938,0.00002338108],"domain_scores_gemma":[0.9994841,0.0002522291,0.00004318302,0.0000557432,0.0001012643,0.00006351313],"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":[0.001748231,0.0008023264,0.01474385,0.0009898136,0.0004995838,0.001048949,0.0001817791,0.01770492,0.02714131,0.001418762,0.3151821,0.6185383],"study_design_scores_gemma":[0.0004046464,0.0005072558,0.02033199,0.0002343301,0.0001357286,0.001914259,0.0001071298,0.7784847,0.06860728,0.009503625,0.1195531,0.0002159318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.04764666,0.002013549,0.253061,0.0006888457,0.0003912323,0.0009090188,0.03524986,0.643916,0.01612381],"genre_scores_gemma":[0.4959273,0.00201551,0.3422653,0.002773805,0.0002822261,0.001476496,0.08756521,0.01536491,0.05232928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02479189,"threshold_uncertainty_score":0.08293718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357497466817142,"score_gpt":0.2975956823840039,"score_spread":0.2840207077158324,"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."}}