{"id":"W4391117716","doi":"10.2196/52400","title":"Direct-to-Patient Mobile Teledermoscopy: Prospective Observational Study","year":2024,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; U.S. Department of Veterans Affairs","keywords":"Teledermatology; Observational study; Medicine; Medical physics; Smartphone application; Telemedicine; Dermatology; Computer science; Multimedia; Health care; Internal medicine","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":[0.00004228189,0.0001461418,0.0002705289,0.0002331023,0.00007462213,0.0000377228,0.00005601116,0.0000610354,0.0004220548],"category_scores_gemma":[0.00002426347,0.0001260435,0.00006584595,0.0003816358,0.0000275997,0.00004309615,0.00007595275,0.0001499417,0.000874095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334518,"about_ca_system_score_gemma":0.0000709025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001469738,"about_ca_topic_score_gemma":0.00003200294,"domain_scores_codex":[0.9988632,0.00004502362,0.0002577881,0.0003922261,0.0002203067,0.0002215065],"domain_scores_gemma":[0.9994912,0.00005966462,0.00002547126,0.0002330694,0.00007218623,0.0001184066],"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":[0.00213871,0.009018934,0.3332468,0.001618928,0.002784017,0.03279187,0.0360248,0.0002114316,0.01537819,0.009036317,0.4252885,0.1324615],"study_design_scores_gemma":[0.001104853,0.002748678,0.09062915,0.00009898926,0.0001581577,0.004923892,0.002964016,0.0009303422,0.005692808,0.000145431,0.8902643,0.000339368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670305,0.00019189,0.0001592096,0.001475784,0.0008356433,0.00362321,0.000005213544,0.0004589078,0.02621968],"genre_scores_gemma":[0.9930541,0.000004011965,0.0002622197,0.001072563,0.00009311277,0.002114279,0.00001081145,0.00002668398,0.003362255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4649758,"threshold_uncertainty_score":0.9999039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636920704901688,"score_gpt":0.3273126286374072,"score_spread":0.3009434215883903,"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."}}