{"id":"W4308506950","doi":"10.2196/38694","title":"Patient Factors Associated With Teledermatology Visit Type and Submission of Photographs During the COVID-19 Pandemic: Cross-sectional Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Medicine; Telemedicine; Cross-sectional study; Pandemic; Coronavirus disease 2019 (COVID-19); Health care; Family medicine; Medical emergency; Disease; Internal 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":[0.0000944369,0.0001334183,0.0003742513,0.0004170972,0.0004321865,0.00001224086,0.00007248822,0.00008724705,0.0006686107],"category_scores_gemma":[0.00009428277,0.00009178092,0.00009936119,0.0009935215,0.0001775369,0.00002087497,0.0001333545,0.0002528917,0.000001061207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342767,"about_ca_system_score_gemma":0.00007368229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007117037,"about_ca_topic_score_gemma":0.0001140238,"domain_scores_codex":[0.9987316,0.0002027797,0.0003236422,0.000265026,0.0002657416,0.0002112487],"domain_scores_gemma":[0.9991586,0.0001727254,0.0002433256,0.0002061173,0.00009188421,0.0001273651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005202825,0.0001261431,0.9955545,0.00005594989,0.0008277897,0.0001856808,0.0007587131,0.0002215513,0.001574472,0.00002059798,0.0001253378,0.00002896241],"study_design_scores_gemma":[0.001346403,0.0002800594,0.9808195,0.000002825097,0.0002876967,0.006112051,0.0009714219,0.0003378009,0.0004564381,0.00001872287,0.009245859,0.0001212006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998731,0.000101215,0.00005590131,0.0002431439,0.0001060469,0.0004474786,0.00001811152,0.00008225704,0.0002148225],"genre_scores_gemma":[0.9989766,0.00001525851,0.000005511733,0.0006256736,0.00000519747,0.00007262151,0.0001009297,0.00001199021,0.0001861622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.014735,"threshold_uncertainty_score":0.7320819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796689310505891,"score_gpt":0.3029035286861976,"score_spread":0.2749366355811387,"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."}}