{"id":"W4210944764","doi":"10.2196/36892","title":"Virtual Dermatology and the COVID-19 Pandemic in a Resource-Limited Country Such as Nepal","year":2022,"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; Pandemic; Coronavirus disease 2019 (COVID-19); Residence; Family medicine; Observational study; Health care; Telemedicine; Medical emergency; Demography; Disease; Pathology","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":[0.0004269342,0.0001091149,0.0002286225,0.0001927917,0.0002770604,0.00002527395,0.0000972702,0.00005286105,0.000386953],"category_scores_gemma":[0.000363284,0.00008583035,0.00003670861,0.0003564328,0.0001656939,0.00002700966,0.000189608,0.0003809098,0.00001340086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208371,"about_ca_system_score_gemma":0.00007302265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002945675,"about_ca_topic_score_gemma":0.00004122967,"domain_scores_codex":[0.9990177,0.00004269655,0.0002102119,0.0002488909,0.0002613962,0.000219098],"domain_scores_gemma":[0.9995347,0.0001524673,0.00006758717,0.00009808716,0.00001988354,0.0001273365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04252848,0.0008551082,0.4108415,0.0008452369,0.0006584562,0.007342016,0.07358379,0.0001800945,0.01033843,0.1197714,0.3096216,0.02343393],"study_design_scores_gemma":[0.007085823,0.0002740233,0.001370155,0.000008730691,0.00007476094,0.02810167,0.01728328,0.001362723,0.00002781568,0.000585453,0.9436924,0.0001331424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718586,0.0002249216,0.00001687726,0.01530246,0.0001305847,0.0005150271,0.00000324466,0.0001338936,0.01181446],"genre_scores_gemma":[0.9700642,0.00005561728,0.000008751867,0.02721667,0.00005926607,0.0001120645,0.000008652454,0.0000146521,0.002460116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6340708,"threshold_uncertainty_score":0.4236864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01858710411118689,"score_gpt":0.269585945670288,"score_spread":0.2509988415591011,"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."}}