{"id":"W2791867717","doi":"10.1016/j.compmedimag.2018.01.008","title":"Automated analysis and classification of melanocytic tumor on skin whole slide images","year":2018,"lang":"en","type":"article","venue":"Computerized Medical Imaging and Graphics","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Dermis; Epidermis (zoology); Computer science; Artificial intelligence; Pattern recognition (psychology); Biopsy; Skin biopsy; Melanoma; Pathology; Medicine; Anatomy","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":[],"consensus_categories":[],"category_scores_codex":[0.000294441,0.0001252764,0.0003426138,0.0004723909,0.00008489632,0.00003146807,0.00006051883,0.00004567989,0.00003254061],"category_scores_gemma":[0.0001183124,0.0001028347,0.00007725351,0.0005582342,0.0004435341,0.00002969919,0.00006422049,0.0001427222,0.000005596059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001367206,"about_ca_system_score_gemma":0.00003096454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000333264,"about_ca_topic_score_gemma":0.000008450845,"domain_scores_codex":[0.9988927,0.00005889231,0.0002768459,0.0002853691,0.0003329029,0.0001533484],"domain_scores_gemma":[0.9992489,0.00009937346,0.00009942802,0.0002221591,0.0001032426,0.0002269611],"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":[0.001910999,0.001639189,0.08096148,0.001600517,0.004589889,0.001431707,0.001964111,0.000005333759,0.1113253,0.006261928,0.03116339,0.7571461],"study_design_scores_gemma":[0.002888707,0.0004558417,0.3361776,0.0002882981,0.001024137,0.0004340427,0.0001367269,0.643084,0.002603842,0.0002119773,0.01247049,0.0002242353],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567891,0.0002073506,0.03689309,0.004399708,0.0002649626,0.0002373835,0.000007330152,0.0003497673,0.0008512857],"genre_scores_gemma":[0.9966676,0.0001170373,0.001564827,0.001416607,0.0001086375,0.000004878976,0.00002091804,0.00001056989,0.00008893439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7569219,"threshold_uncertainty_score":0.4193477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194577888499149,"score_gpt":0.2825071043717126,"score_spread":0.2705613254867211,"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."}}