{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005163609,0.0001118817,0.0001308473,0.00164388,0.0002147196,0.0005874828,0.0003726061,0.0003063824,0.001812923],"category_scores_gemma":[0.001994955,0.0001125033,0.0002464142,0.002176761,0.0001611255,0.0006297079,0.000436277,0.0004519118,0.0002317264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008265903,"about_ca_system_score_gemma":0.0005718316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02054504,"about_ca_topic_score_gemma":0.03087807,"domain_scores_codex":[0.999426,0.0001009917,0.00009800016,0.0001363419,0.0001617543,0.00007685097],"domain_scores_gemma":[0.9967732,0.0006112483,0.001642389,0.0001013946,0.0005288596,0.0003429014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000254401,0.00004588434,0.9890832,0.00004335778,0.0000266394,0.00005400462,0.0001809654,0.0001868957,0.000170105,0.000145857,0.002430038,0.007607597],"study_design_scores_gemma":[0.000002812527,0.00003564563,0.9963258,0.00003780673,0.00001022607,0.0002619064,0.0006062597,0.0005407586,0.0001173946,0.00003070903,0.002026922,0.000003797424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827237,0.001077272,0.0002765392,0.0008901219,0.00002321355,0.00002821456,0.0117682,0.00005004014,0.003162751],"genre_scores_gemma":[0.9921322,0.0009339068,0.0004003354,0.0002914971,0.00004079693,0.00004325517,0.005688849,0.000006901008,0.0004622116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02054504,"threshold_uncertainty_score":0.04085088,"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."}}