{"id":"W4200229142","doi":"10.2196/35401","title":"A 9-Year Teledermoscopy Service: Retrospective Service Review","year":2021,"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; Attendance; Dermatology; Medical diagnosis; Skin cancer; Retrospective cohort study; Melanoma; Teledermatology; Melanoma diagnosis; Pediatrics; Cancer; Telemedicine; Health care; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001232356,0.0003726487,0.0008032577,0.004952469,0.001002586,0.001333435,0.000899228,0.000831834,0.004460883],"category_scores_gemma":[0.004542596,0.0006923236,0.0008054705,0.007687091,0.0005782121,0.00116196,0.0009816473,0.0005877874,0.001138092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001727058,"about_ca_system_score_gemma":0.002626157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01709601,"about_ca_topic_score_gemma":0.01601253,"domain_scores_codex":[0.9972702,0.0004120274,0.0006943584,0.0005415505,0.000629616,0.0004521936],"domain_scores_gemma":[0.9891863,0.002197553,0.00597883,0.0003753326,0.001427857,0.0008340848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001368873,0.00008965541,0.9924557,0.0005699964,0.00008419407,0.001605048,0.0005118615,0.0000283796,0.0001745282,0.00003436389,0.0006137778,0.003695561],"study_design_scores_gemma":[0.00001984439,0.0003197059,0.9899665,0.0003332422,0.0001191837,0.005306572,0.0019651,0.0001016773,0.0000881489,0.0000142073,0.001752649,0.00001309182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876996,0.006235765,0.0001668277,0.0000962565,0.0000218904,0.0002415452,0.004165969,0.00001161919,0.001360521],"genre_scores_gemma":[0.9906372,0.005676007,0.0002201554,0.0002188108,0.00007028903,0.0002350515,0.002604328,0.00001036575,0.0003277907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01709601,"threshold_uncertainty_score":0.03399301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573993543079262,"score_gpt":0.2741981711313523,"score_spread":0.2584582357005597,"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."}}