{"id":"W4296173484","doi":"10.2196/36351","title":"A 9-Year Teledermoscopy Service in New Zealand: Retrospective Service Review","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Attendance; Medical diagnosis; Retrospective cohort study; Melanoma; Teledermatology; Pediatrics; Dermatology; Telemedicine; Health care; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001034695,0.0001559401,0.0004889035,0.0001911269,0.00008581788,0.000007547415,0.0001488217,0.00006073467,0.002940314],"category_scores_gemma":[0.00002242884,0.0001596148,0.00006180465,0.0009545451,0.00001103103,0.00003431185,0.0002024833,0.0004282964,0.0003572291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383255,"about_ca_system_score_gemma":0.0001749521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005441969,"about_ca_topic_score_gemma":0.001001991,"domain_scores_codex":[0.9986473,0.0001298092,0.0003333162,0.0003386035,0.0002473426,0.0003036401],"domain_scores_gemma":[0.9993042,0.0000269917,0.0001046352,0.0003711213,0.00006422884,0.0001288236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001227635,0.0008248633,0.08435117,0.004542039,0.0002345132,0.006418418,0.002714374,0.00001715544,0.001749419,0.002030328,0.8921841,0.003705957],"study_design_scores_gemma":[0.002955766,0.0002361522,0.02615793,0.0003198924,0.00008973211,0.01423695,0.0005503832,0.0001729161,0.0001509925,0.0003283511,0.9545561,0.0002448283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6070814,0.005673322,0.00005319981,0.3421723,0.001233172,0.005846621,0.00002183119,0.0006470148,0.03727117],"genre_scores_gemma":[0.7742739,0.001744967,0.0006769653,0.2036865,0.0002110565,0.000979693,0.0001330802,0.0000988665,0.01819501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1671925,"threshold_uncertainty_score":0.9979711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248841053837764,"score_gpt":0.2803847850215916,"score_spread":0.267896374483214,"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."}}