{"id":"W4226316964","doi":"10.1109/icears53579.2022.9751826","title":"Skin Cancer Detection using Deep Learning","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Electronics and Renewable Systems (ICEARS)","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Deep learning; Cancer detection; Artificial intelligence; Cancer; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002905821,0.0001444878,0.0001990993,0.0002552293,0.0004036901,0.00009404676,0.0001044277,0.00004814467,0.001086737],"category_scores_gemma":[0.00001590283,0.0001453058,0.00006293235,0.000186081,0.00001975634,0.00004944146,0.0001029383,0.0004372519,0.000006291652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007518767,"about_ca_system_score_gemma":0.0001403408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002214806,"about_ca_topic_score_gemma":0.0004683738,"domain_scores_codex":[0.9985386,0.0001004933,0.0002382834,0.0003443241,0.0005161716,0.0002621732],"domain_scores_gemma":[0.9994958,0.00001859949,0.0001553523,0.0001269521,0.0001233932,0.0000798772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002155292,0.0006057006,0.00238009,0.0003477946,0.001758411,0.0002980219,0.001130694,0.363413,0.4880544,0.04227764,0.0006829891,0.09689602],"study_design_scores_gemma":[0.0009468001,0.0008437055,0.0001389515,0.00006039417,0.00007839421,0.0006724766,0.002066757,0.774656,0.001742329,0.0001612632,0.2184001,0.0002328253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613385,0.003119447,0.002996519,0.0008397801,0.003202088,0.0008155841,0.00001934428,0.0001609339,0.02750784],"genre_scores_gemma":[0.9768378,0.001097419,0.00001423778,0.0001421946,0.0002119671,0.0001173215,0.00002440462,0.00002404787,0.02153058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4863121,"threshold_uncertainty_score":0.9998264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02251507825752905,"score_gpt":0.2760025764978946,"score_spread":0.2534874982403655,"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."}}