{"id":"W4214767939","doi":"10.2196/36884","title":"Digital Dermatology: Experience From Scotland During Lockdown and Beyond","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":"Medicine; Teledermatology; Telemedicine; Audit; Patient satisfaction; Medical emergency; Patient experience; Digital health; Health care; Service (business); Family medicine; Nursing","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":[0.002473006,0.0004002246,0.000364528,0.0009248164,0.00384438,0.002212584,0.001015795,0.001032253,0.005718463],"category_scores_gemma":[0.007734971,0.0003711635,0.0003851507,0.001579791,0.002175276,0.001073031,0.004062122,0.001457961,0.0006016945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006101852,"about_ca_system_score_gemma":0.005610045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05742268,"about_ca_topic_score_gemma":0.1265881,"domain_scores_codex":[0.996867,0.0007353537,0.0001352838,0.0002250611,0.0008234747,0.001213774],"domain_scores_gemma":[0.9914226,0.001742634,0.001100848,0.0002395197,0.0011211,0.004373295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001631983,0.00250962,0.1875212,0.001468117,0.00007469589,0.06206377,0.3742602,0.0004758005,0.009830128,0.001704137,0.0403087,0.3181517],"study_design_scores_gemma":[0.0002169478,0.005732603,0.4337679,0.0006763497,0.0000690691,0.02350458,0.31644,0.0004761016,0.002308324,0.0003053695,0.2163086,0.0001940758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888433,0.001759881,0.0001652424,0.002899503,0.0001641092,0.00009511816,0.0002246778,0.00003688784,0.005811244],"genre_scores_gemma":[0.9925768,0.001269384,0.0003334907,0.001971833,0.0001464702,0.00003799168,0.0001407852,0.00003206695,0.003491142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05742268,"threshold_uncertainty_score":0.1141769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007191238568761796,"score_gpt":0.2188555696568228,"score_spread":0.211664331088061,"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."}}