{"id":"W4296823324","doi":"10.2196/40888","title":"To Refer or Not to Refer in Teledermoscopy: Retrospective Study","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Medical diagnosis; Medicine; Teledermatology; Secondary care; Retrospective cohort study; Medical record; Telemedicine; Family medicine; Primary care; Health care; Internal medicine; Radiology","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":[0.001552428,0.0002573853,0.0006377918,0.001134452,0.0006414992,0.0009518303,0.0007336358,0.0009736295,0.00323426],"category_scores_gemma":[0.007942073,0.0006019349,0.0007400834,0.002521193,0.0005461742,0.0008227587,0.0007927049,0.0007691742,0.0005814568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001136271,"about_ca_system_score_gemma":0.0008700051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01150716,"about_ca_topic_score_gemma":0.010376,"domain_scores_codex":[0.9971245,0.0007382827,0.0004666834,0.0007737148,0.0005315638,0.0003653156],"domain_scores_gemma":[0.9938908,0.001730262,0.003156557,0.0003156897,0.0004548885,0.0004518176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001401468,0.0001127536,0.9963959,0.0001663398,0.00007130827,0.0004681884,0.0006303916,0.00002118004,0.00007111478,0.00003076143,0.0003043611,0.001587668],"study_design_scores_gemma":[0.00004428293,0.0003815925,0.993293,0.0001764257,0.0001956131,0.002066633,0.002715582,0.000194959,0.00004714616,0.00004284797,0.0008244772,0.0000174274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973387,0.001189019,0.0001039002,0.00006121135,0.00001050527,0.0000754096,0.000563662,0.000003292666,0.0006543133],"genre_scores_gemma":[0.9987412,0.0004750086,0.0001036925,0.0001404435,0.00001752774,0.00007207835,0.0003258854,0.000003681681,0.0001204558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01150716,"threshold_uncertainty_score":0.02288038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662047248603653,"score_gpt":0.3374353727271506,"score_spread":0.310814900241114,"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."}}