{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009622341,0.0004583101,0.0008589616,0.0005221962,0.0005362352,0.001099735,0.0005590149,0.0008100681,0.003084449],"category_scores_gemma":[0.003185639,0.0007158925,0.000641021,0.001268379,0.0004273079,0.00113968,0.0006743451,0.001416893,0.0008461479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004508628,"about_ca_system_score_gemma":0.000529147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003333471,"about_ca_topic_score_gemma":0.003377818,"domain_scores_codex":[0.9989684,0.0002215203,0.000137592,0.0003206765,0.0002024907,0.000149485],"domain_scores_gemma":[0.9969333,0.0006966207,0.001355249,0.0002530615,0.000352408,0.0004092828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001425811,0.001045787,0.9943296,0.0001185035,0.0002798096,0.0002336878,0.0002185593,0.00003396863,0.0002563831,0.00003544816,0.0003047471,0.001717682],"study_design_scores_gemma":[0.0003641414,0.002895578,0.9935185,0.00006698246,0.0003388803,0.0008078691,0.001070754,0.0002806949,0.00005437094,0.00006889616,0.0005038514,0.00002944637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983374,0.0005244919,0.0001374225,0.00003409526,0.00001120627,0.00007823457,0.0004221098,0.000002501248,0.0004524647],"genre_scores_gemma":[0.9983724,0.0003414325,0.000139217,0.0001377839,0.00003538084,0.00007897472,0.0006455588,0.000004262884,0.0002450905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003333471,"threshold_uncertainty_score":0.01031852,"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."}}