{"id":"W4366504308","doi":"10.2196/45430","title":"Teledermatology for Enhancing Skin Cancer Diagnosis and Management: Retrospective Chart Review","year":2023,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Medicine; Referral; Medical diagnosis; Skin cancer; Dermatology; Economic shortage; Cancer; Telemedicine; Family medicine; Pathology; Health care; 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":[0.00009890272,0.0001732983,0.0005522319,0.0002631372,0.000125991,0.00001082309,0.00006671435,0.0001030011,0.000261288],"category_scores_gemma":[0.00004222446,0.0001634992,0.0000995759,0.0003678107,0.0000677371,0.00003869142,0.000101375,0.0001142163,0.0001566152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006943093,"about_ca_system_score_gemma":0.00001635203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001152593,"about_ca_topic_score_gemma":0.0001353264,"domain_scores_codex":[0.9987372,0.00004188469,0.0003252079,0.0003943554,0.000115915,0.0003854612],"domain_scores_gemma":[0.9994149,0.00008095337,0.00009945346,0.0002396222,0.00006387941,0.0001012054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000181876,0.0001658958,0.04146758,0.02452699,0.0007402475,0.002175695,0.0004246155,6.040086e-7,0.0002890154,0.007750371,0.8728659,0.04941117],"study_design_scores_gemma":[0.001770384,0.0001232268,0.03209545,0.001283084,0.0003620777,0.003742887,0.0002164191,0.0001914843,0.002110315,0.0003460142,0.9574962,0.0002624719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5784224,0.06157052,0.002207026,0.2827392,0.004513304,0.03199081,0.0001670702,0.00335946,0.03503019],"genre_scores_gemma":[0.7628075,0.1890138,0.0003997794,0.01765458,0.000211772,0.02316003,0.00009260202,0.00008762055,0.00657234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2650846,"threshold_uncertainty_score":0.6667305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848573954715842,"score_gpt":0.3244851014193065,"score_spread":0.3059993618721481,"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."}}