{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000998794,0.000110614,0.0003353877,0.0003030213,0.00004109271,0.000006607823,0.0001364647,0.00008938937,0.0001393606],"category_scores_gemma":[0.00003089349,0.00007604802,0.00005087624,0.000562034,0.0001432855,0.0000202554,0.0000479106,0.0001950013,0.0001636944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003339167,"about_ca_system_score_gemma":0.00007786349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004507691,"about_ca_topic_score_gemma":0.001028658,"domain_scores_codex":[0.9990094,0.0001297277,0.0002455571,0.0001936527,0.0001686892,0.000253011],"domain_scores_gemma":[0.999318,0.0001451525,0.0001076708,0.0003268491,0.00002414307,0.00007819912],"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":[0.001057689,0.0005420877,0.4338529,0.002464749,0.0002773757,0.05468137,0.009482759,0.0001992027,0.0008017231,0.006616728,0.4857045,0.004318998],"study_design_scores_gemma":[0.004539296,0.0001903671,0.04890386,0.0001245768,0.00006913775,0.04592425,0.01125752,0.0004401193,0.00022603,0.0004105993,0.8877208,0.0001934451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074116,0.000293163,0.0001104643,0.08667125,0.0001494255,0.0009748617,0.000005299137,0.0002012968,0.004182637],"genre_scores_gemma":[0.9954525,0.0002283922,0.00005640112,0.003435021,0.00002179716,0.0001448506,0.00001018541,0.00001563204,0.0006352679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4020163,"threshold_uncertainty_score":0.3101148,"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."}}