{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002070688,0.0001134559,0.0001125463,0.0004660491,0.0008550994,0.001080035,0.0006426616,0.0005901716,0.01560169],"category_scores_gemma":[0.01102978,0.0001078408,0.0003113954,0.0003901342,0.0003518375,0.0006850714,0.001008692,0.001250362,0.0005348491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002120636,"about_ca_system_score_gemma":0.008951084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02573938,"about_ca_topic_score_gemma":0.03498187,"domain_scores_codex":[0.9979602,0.0008731611,0.0001127241,0.0001506115,0.0004380839,0.000465254],"domain_scores_gemma":[0.9885674,0.002880887,0.001712187,0.0004583711,0.001568783,0.004812416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003758462,0.001721577,0.4090813,0.0006315883,0.0001219597,0.0006435096,0.00172198,0.0007684691,0.001769906,0.002514671,0.07204314,0.508606],"study_design_scores_gemma":[0.0002458682,0.002919877,0.8423028,0.001604366,0.0001483924,0.001160264,0.009229613,0.002629309,0.001739193,0.001093799,0.1368917,0.00003490663],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6969627,0.007118163,0.004444425,0.150341,0.002849349,0.00112999,0.00222797,0.0007588554,0.1341675],"genre_scores_gemma":[0.9762819,0.002324645,0.003264429,0.009209312,0.000482794,0.0002128856,0.0004549329,0.00003823495,0.007730894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02573938,"threshold_uncertainty_score":0.05219287,"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."}}