{"id":"W4200297414","doi":"10.2196/35439","title":"Trends in Teledermatology Utilization in the United States","year":2021,"lang":"en","type":"article","venue":"Iproceedings","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Medicine; Family medicine; Health care; Pandemic; Socioeconomic status; Medical emergency; Coronavirus disease 2019 (COVID-19); Environmental health; Telemedicine; Population; 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":[0.0001022895,0.00005829541,0.0001048943,0.0003881626,0.00002489704,0.00001887156,0.00003785082,0.0000404841,0.0001847451],"category_scores_gemma":[0.00005566989,0.00004466992,0.00002102911,0.00121969,0.00001685234,0.0000287872,0.00001764897,0.0001131337,0.00001202339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003773497,"about_ca_system_score_gemma":0.00001066198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009342099,"about_ca_topic_score_gemma":0.0001733337,"domain_scores_codex":[0.9994863,0.00001322161,0.0001430294,0.0001267548,0.0001043356,0.0001263335],"domain_scores_gemma":[0.9998211,0.00002115993,0.00002433078,0.00006294918,0.00004987469,0.00002054082],"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":[0.001010053,0.002751031,0.4389212,0.0009104816,0.0001721352,0.009636408,0.06719537,0.0002601717,0.01727608,0.03954013,0.1433861,0.2789409],"study_design_scores_gemma":[0.003259617,0.0002263128,0.1610609,0.0001342944,0.00005853316,0.00352933,0.03185083,0.01172998,0.006820861,0.000963011,0.7801312,0.0002351035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738405,0.0000612396,0.00003329913,0.008255248,0.00006729288,0.00008059994,4.514301e-7,0.00003540986,0.01762591],"genre_scores_gemma":[0.9950836,0.0000944831,0.0000390736,0.003272301,0.00002377718,0.00001335232,0.00006037887,0.000006390486,0.001406698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6367451,"threshold_uncertainty_score":0.202283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03765663206693004,"score_gpt":0.300013979019392,"score_spread":0.262357346952462,"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."}}