{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003867644,0.0001154933,0.0001561642,0.0005550139,0.001036818,0.001106536,0.0002120254,0.0005143348,0.002164033],"category_scores_gemma":[0.001802672,0.0001442068,0.0001147252,0.0007093975,0.0007126324,0.0008649255,0.0009817189,0.0006924892,0.0001637753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004619985,"about_ca_system_score_gemma":0.000599956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003281676,"about_ca_topic_score_gemma":0.005144697,"domain_scores_codex":[0.9995487,0.0001990418,0.00002788222,0.00003851714,0.00005800892,0.0001278096],"domain_scores_gemma":[0.9985337,0.0003868352,0.0006499463,0.00002819788,0.00006771627,0.0003335674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006430579,0.0002200371,0.9845221,0.00008257695,0.00001389592,0.003662129,0.003211641,0.00005501976,0.0003337773,0.0001600378,0.0005110471,0.007163438],"study_design_scores_gemma":[0.00001199369,0.0005435148,0.9453028,0.0001263785,0.00001805216,0.01551357,0.03580721,0.0002096766,0.0001034146,0.0001910564,0.002153627,0.00001865652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983366,0.0003529577,0.00003062369,0.0003041766,0.000005394068,0.00001197706,0.000038361,0.000001105527,0.0009187717],"genre_scores_gemma":[0.9994943,0.0002390609,0.00003506176,0.0001169972,0.000007362877,0.000007422564,0.00001771336,4.528596e-7,0.00008162738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003281676,"threshold_uncertainty_score":0.007239401,"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."}}