{"id":"W4213192994","doi":"10.2196/36900","title":"Teledermatology: Experience in Singapore","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; Triage; Telemedicine; Store and forward; Medicine; Health care; Specialty; Telehealth; Medical emergency; Concordance; Pandemic; Nursing; Coronavirus disease 2019 (COVID-19); Family medicine; Computer science; Telecommunications; 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":[0.00007757195,0.00006291933,0.0001198826,0.0001567439,0.0001262641,0.000009840757,0.00006159052,0.00001831252,0.0007810824],"category_scores_gemma":[0.00003164385,0.00006515567,0.00002894479,0.0002875469,0.00002572522,0.00003556724,0.00009858512,0.0001741455,0.00002183036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128886,"about_ca_system_score_gemma":0.00001720408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002981426,"about_ca_topic_score_gemma":0.000002984151,"domain_scores_codex":[0.9993558,0.000004411081,0.0001315461,0.0001744634,0.0001750324,0.000158774],"domain_scores_gemma":[0.9998292,0.000006967791,0.00003304568,0.00006645057,0.00001752963,0.00004678803],"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":[0.001880192,0.001913775,0.5292215,0.0005597599,0.0001166278,0.007762723,0.07127958,0.0000720078,0.1734813,0.01736902,0.1092984,0.08704507],"study_design_scores_gemma":[0.001688497,0.0004160912,0.01367287,0.00002607378,0.00002117801,0.006839238,0.02734929,0.0009604707,0.005969206,0.0003418432,0.9424788,0.0002364385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631586,0.00004539618,0.00001003979,0.00173043,0.0001939457,0.0001862109,4.586505e-7,0.00009560952,0.03457928],"genre_scores_gemma":[0.9952378,0.000004869942,0.0001236952,0.001859104,0.00003183498,0.00009654531,0.000001940841,0.000009687997,0.002634583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8331804,"threshold_uncertainty_score":0.8552304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587688329840697,"score_gpt":0.2834505056386398,"score_spread":0.2575736223402328,"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."}}