{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001372243,0.0001647766,0.000357622,0.00005744857,0.0001019316,0.0000400902,0.0000817487,0.00007151984,0.001894198],"category_scores_gemma":[0.0001458799,0.0001571771,0.00008627156,0.001041396,0.00001157829,0.00008113122,0.00009791676,0.0002259617,0.0007866094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001498697,"about_ca_system_score_gemma":0.00008941119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004084148,"about_ca_topic_score_gemma":0.00003471175,"domain_scores_codex":[0.9987554,0.000007614104,0.0002368487,0.0004000296,0.0003533437,0.0002467458],"domain_scores_gemma":[0.9986212,0.000009708147,0.00008079552,0.0002260198,0.0009039511,0.0001583585],"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":[0.0007906111,0.001355155,0.02136265,0.05224103,0.001278624,0.002915303,0.004126717,0.000001007521,0.2857414,0.01231507,0.5978781,0.01999434],"study_design_scores_gemma":[0.002645925,0.0003852798,0.01503428,0.006596695,0.0008514537,0.004234758,0.002662987,0.0001460089,0.03169295,0.000656098,0.9344651,0.0006284713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3918986,0.01040684,0.0001392618,0.1385082,0.001119366,0.002012331,0.0000138995,0.001120118,0.4547814],"genre_scores_gemma":[0.7253304,0.01117067,0.004700492,0.2310374,0.001126606,0.0001679208,0.00006613261,0.0001469486,0.02625349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4285279,"threshold_uncertainty_score":0.9999914,"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."}}