{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001173517,0.0004074107,0.0002455848,0.0003239012,0.0009080725,0.001117731,0.0006055399,0.0009973662,0.01035863],"category_scores_gemma":[0.001836313,0.0001597761,0.0003485067,0.0009805481,0.0007172792,0.001029494,0.002041881,0.0008283435,0.001874276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001270007,"about_ca_system_score_gemma":0.001124305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003336841,"about_ca_topic_score_gemma":0.00722015,"domain_scores_codex":[0.9990113,0.0004360997,0.0001089236,0.00009195803,0.0001935361,0.0001581403],"domain_scores_gemma":[0.9982452,0.0003023286,0.0002464329,0.00008629925,0.0001580418,0.0009616949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001122423,0.003859108,0.3094502,0.003554958,0.0001770645,0.1078031,0.1112033,0.001938041,0.009625099,0.001970306,0.03461274,0.4146836],"study_design_scores_gemma":[0.0005382017,0.01219315,0.4562437,0.001678182,0.0001689374,0.1862463,0.1152753,0.002037489,0.005440768,0.001010104,0.2189246,0.0002431802],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961619,0.007216668,0.0007088386,0.003706964,0.0001680588,0.0001638552,0.0003227103,0.00005330824,0.02604061],"genre_scores_gemma":[0.9811509,0.007614709,0.0007595973,0.001766186,0.0001601649,0.00008191162,0.0002792185,0.00005323604,0.008134041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01035863,"threshold_uncertainty_score":0.03465307,"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."}}