{"id":"W4212766990","doi":"10.2196/36904","title":"The Practice of Teledermatology Before, During, and After the COVID-19 Pandemic","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; Pulmonologists; Telemedicine; Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Family medicine; Medical emergency; Telehealth; MEDLINE; Health care; Intensive care medicine; 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":[0.001642282,0.000101326,0.0001959746,0.002251393,0.0006522683,0.001582078,0.0005031919,0.0008815381,0.003729284],"category_scores_gemma":[0.008815032,0.0001230653,0.000262786,0.003995649,0.000885645,0.001572445,0.0006475698,0.0006946457,0.0005080071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673074,"about_ca_system_score_gemma":0.003401665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01044259,"about_ca_topic_score_gemma":0.01551477,"domain_scores_codex":[0.9982312,0.0007485041,0.0002211886,0.0002530874,0.0002808995,0.0002650145],"domain_scores_gemma":[0.992866,0.003678112,0.002165385,0.0001372903,0.0006606571,0.0004925627],"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":[0.0005830333,0.0004266958,0.330019,0.02349999,0.0001252629,0.009546824,0.07101766,0.0003466892,0.001963692,0.006789707,0.02193064,0.5337507],"study_design_scores_gemma":[0.000034809,0.0008192598,0.6857846,0.02125906,0.0001739536,0.01076709,0.1458803,0.0001985339,0.0008564859,0.001134703,0.1330185,0.00007268121],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7113819,0.2241,0.0007024977,0.01810922,0.000478123,0.0002845039,0.003497564,0.00003986914,0.04140626],"genre_scores_gemma":[0.8803291,0.1103905,0.001460735,0.003943297,0.0004455851,0.0001607585,0.0006476826,0.00001498173,0.002607437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01044259,"threshold_uncertainty_score":0.02076358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115537592931866,"score_gpt":0.2754994054308845,"score_spread":0.2639456461376979,"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."}}