{"id":"W4385281057","doi":"10.2196/49532","title":"Implementation of Teledermatology for Veterans in the United States","year":2023,"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; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Family medicine; Medical emergency; Telemedicine; Political science; Virology; Pathology; Health care; Law; Outbreak","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":[0.000156037,0.00004176566,0.00008652317,0.0002367984,0.00002846014,0.00000649307,0.00003897307,0.00001878334,0.00002460109],"category_scores_gemma":[0.0000202356,0.00003037027,0.00002728551,0.0004259138,0.00001494903,0.00001836825,0.000008876948,0.00003483964,0.000007447558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001306843,"about_ca_system_score_gemma":0.000007090588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002278486,"about_ca_topic_score_gemma":0.00005033558,"domain_scores_codex":[0.9995922,0.000004247562,0.0001412814,0.00007364622,0.00007948373,0.0001091813],"domain_scores_gemma":[0.9998091,0.00005126081,0.00003747295,0.00003952482,0.00004987782,0.00001276264],"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":[0.002081287,0.0005408517,0.2002752,0.004591186,0.0004866356,0.0002719974,0.1663087,0.0001206309,0.1274684,0.02953204,0.3412763,0.1270467],"study_design_scores_gemma":[0.008280718,0.001861622,0.1210339,0.0001124847,0.0002081237,0.0005232675,0.2557024,0.008427686,0.04106377,0.002750596,0.55977,0.000265398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944861,0.000004114056,0.0001108431,0.004455126,0.00005414339,0.0004635465,0.000003888679,0.00004393077,0.0003782926],"genre_scores_gemma":[0.9987254,0.0000302543,0.0000612635,0.0009034071,0.00002220837,0.00007462631,0.00005555078,0.000006208276,0.0001211509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2184937,"threshold_uncertainty_score":0.1238464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03084875537132683,"score_gpt":0.3387477194185639,"score_spread":0.3078989640472371,"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."}}