{"id":"W4200358711","doi":"10.2196/35404","title":"Accuracy of Store-and-Forward Teledermatology for the Diagnosis of Skin Cancer: The Nouvelle-Aquitaine Experience","year":2021,"lang":"en","type":"article","venue":"Iproceedings","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Medicine; Skin cancer; Dermatology; Concordance; Population; Histopathology; Biopsy; Cancer; Health care; Pathology; Telemedicine; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001173981,0.00008972867,0.0002358998,0.00003808339,0.0001190754,0.00001075192,0.0001092289,0.00004203023,0.0001393274],"category_scores_gemma":[0.0004593956,0.00005194912,0.00008579597,0.0001853818,0.000158468,0.00003494387,0.00009153869,0.00007656719,8.696858e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002410702,"about_ca_system_score_gemma":0.00005541839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001773761,"about_ca_topic_score_gemma":0.00004938353,"domain_scores_codex":[0.9992895,0.000005901574,0.0002365112,0.0001640009,0.0001559407,0.000148123],"domain_scores_gemma":[0.9990346,0.0003782077,0.0001570096,0.0001433847,0.000248584,0.00003814249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001376816,0.000725723,0.1199063,0.003597976,0.001392466,0.00007311311,0.0946517,0.00002759155,0.07408518,0.01838357,0.0865394,0.5992401],"study_design_scores_gemma":[0.001809449,0.0003316782,0.009721147,0.0001967193,0.0004685374,0.0005334668,0.0538739,0.0009901389,0.4266135,0.0001852667,0.5051014,0.0001747995],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982326,0.002354935,0.0002611333,0.01356792,0.0002422676,0.0005832729,0.000008101256,0.00001987785,0.0006364954],"genre_scores_gemma":[0.9956009,0.002263732,0.0001472153,0.0008908575,0.00008620592,0.0003546501,0.000001117473,0.00001077922,0.0006445268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5990654,"threshold_uncertainty_score":0.2118424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244205482861577,"score_gpt":0.3030319304443165,"score_spread":0.2805898756157007,"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."}}