{"id":"W4405489852","doi":"10.1109/iciibms62405.2024.10792809","title":"Transfer Learning Based Skin Cancer Detection Using Convolutional Neural Networks","year":2024,"lang":"en","type":"article","venue":"","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Convolutional neural network; Transfer of learning; Computer science; Artificial intelligence; Deep learning","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":[0.0006414574,0.0009177598,0.0004202906,0.001155652,0.0002133285,0.0005460404,0.0008221524,0.0005253399,0.001155836],"category_scores_gemma":[0.001459244,0.0002234078,0.0005846733,0.0005112392,0.0002039747,0.0007448387,0.0005415974,0.0005026318,0.0004777942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008475411,"about_ca_system_score_gemma":0.0005334192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009817514,"about_ca_topic_score_gemma":0.01224775,"domain_scores_codex":[0.9997241,0.00004463467,0.00001354978,0.00007756746,0.00008252502,0.00005766864],"domain_scores_gemma":[0.9997074,0.000104288,0.00004620957,0.0000357131,0.00009003162,0.00001633151],"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":[0.0004882835,0.0003379653,0.03129388,0.0003273337,0.0003619299,0.0003487194,0.00009120462,0.2852074,0.02902211,0.001751343,0.007284102,0.6434857],"study_design_scores_gemma":[0.000008716882,0.0001091832,0.006604622,0.00003303396,0.00005880011,0.0001460233,0.00003332786,0.9768105,0.01360955,0.001119522,0.00145324,0.00001359399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6289765,0.006394028,0.3469127,0.0007577774,0.0002583017,0.0002886506,0.001784927,0.005190765,0.009436311],"genre_scores_gemma":[0.9544649,0.0009067522,0.0399672,0.0001513954,0.00003800641,0.00005758753,0.001479957,0.00005806472,0.002876215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009817514,"threshold_uncertainty_score":0.01952076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192464335853358,"score_gpt":0.2712878009170715,"score_spread":0.2520413673317357,"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."}}