{"id":"W4380536702","doi":"10.2196/47168","title":"Where Are We With Teledermatology? Two Years in the Wake of COVID-19","year":2023,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":3,"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); Wake; Pandemic; Medicine; Virology; Telemedicine; Political science; Engineering; Internal medicine; Aerospace engineering; Health care; Infectious disease (medical specialty)","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":[0.006219279,0.0004971592,0.0005274714,0.0009421972,0.006658414,0.007694126,0.001172441,0.009583542,0.03643704],"category_scores_gemma":[0.02304096,0.0004654308,0.0006095527,0.0007136607,0.003712916,0.008559553,0.006091926,0.02996046,0.005019719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004366387,"about_ca_system_score_gemma":0.01048447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01367033,"about_ca_topic_score_gemma":0.03418895,"domain_scores_codex":[0.9945424,0.001518095,0.0003316946,0.0006277061,0.00138137,0.001598754],"domain_scores_gemma":[0.9600446,0.00465742,0.001413373,0.0007859637,0.00450889,0.02858981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001558395,0.000179303,0.005910038,0.0001626439,0.00001901696,0.002570817,0.00186682,0.00004719058,0.000398591,0.009762984,0.9164403,0.06248648],"study_design_scores_gemma":[0.00006773217,0.0002151645,0.01081577,0.001649452,0.00002239751,0.002833049,0.01322604,0.0001485132,0.0001965012,0.005648575,0.9650859,0.00009085599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002923354,0.007458676,0.0002276298,0.9596651,0.02071463,0.00001376786,0.00008062836,0.00004258252,0.008873719],"genre_scores_gemma":[0.07527349,0.01803712,0.001682396,0.8132919,0.04862027,0.00008172835,0.0002277258,0.0002209201,0.04256446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03643704,"threshold_uncertainty_score":0.121894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558522391604319,"score_gpt":0.3166634207826691,"score_spread":0.2910781968666259,"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."}}