{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003538701,0.00006762323,0.0001056282,0.00004604433,0.0004674089,0.00001728101,0.00008307904,0.00002178874,0.0001437793],"category_scores_gemma":[0.0004108463,0.00003952897,0.00003351068,0.000127629,0.0001245968,0.00003517275,0.0001865089,0.0002068191,0.000003877523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007411848,"about_ca_system_score_gemma":0.00003285722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005091454,"about_ca_topic_score_gemma":0.00001698769,"domain_scores_codex":[0.9993455,0.00002192935,0.0001566305,0.0001347491,0.0002034542,0.0001376804],"domain_scores_gemma":[0.9995399,0.0001267807,0.0001116296,0.0001093493,0.00004606407,0.00006630299],"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":[0.02012386,0.0006844404,0.7431248,0.001816058,0.001313104,0.001428229,0.05068332,0.00001878016,0.01521794,0.02266113,0.1129042,0.03002411],"study_design_scores_gemma":[0.0006558151,0.0002134392,0.006868733,0.000003337536,0.00009422318,0.01699555,0.007281871,0.00003548197,0.0001011159,0.000243266,0.9674599,0.00004728558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697171,0.0004403158,0.000009492043,0.02396461,0.0001429204,0.0003647816,0.000002053959,0.00005415081,0.005304503],"genre_scores_gemma":[0.9891826,0.0001256026,0.00002139992,0.00758525,0.00004194018,0.0001252294,5.711285e-7,0.000009481174,0.002907949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8545557,"threshold_uncertainty_score":0.3594978,"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."}}