{"id":"W2593747704","doi":"10.1097/der.0000000000000258","title":"Utility of Store and Forward Teledermatology for Skin Patch Test Readings","year":2017,"lang":"en","type":"article","venue":"Dermatitis","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Teledermatology; Grading (engineering); Patch test; Patch testing; Dermatology; Test (biology); Surgery; Medical physics; Contact dermatitis; Telemedicine; Allergy","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":[],"consensus_categories":[],"category_scores_codex":[0.00006721035,0.00007474115,0.0002326044,0.00004681185,0.0001528154,0.00002229871,0.00006255043,0.00005625086,0.00007769456],"category_scores_gemma":[0.0002730816,0.00006910986,0.00005327879,0.00001569774,0.0001011168,0.00005345427,0.0000491793,0.00004782301,0.000007056013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008895434,"about_ca_system_score_gemma":0.00001439252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002072613,"about_ca_topic_score_gemma":0.0002483135,"domain_scores_codex":[0.999486,0.000007651331,0.0001777032,0.0001290499,0.00007744014,0.0001221811],"domain_scores_gemma":[0.9993703,0.00007397559,0.0001330872,0.0002925566,0.00006635352,0.00006373759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007146443,0.0002300101,0.6071447,0.002009247,0.0001708129,0.0001716834,0.001228731,7.481093e-8,0.00100989,0.002171139,0.221073,0.1647192],"study_design_scores_gemma":[0.001579987,0.0002061864,0.6001455,0.00008037831,0.000105285,0.001034841,0.0002393382,0.001712346,0.01332164,0.0005059724,0.3809562,0.000112312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606857,0.0001030799,0.003760662,0.011017,0.0003044737,0.0009637984,0.00007360182,0.00006443511,0.02302725],"genre_scores_gemma":[0.997209,0.00005517761,0.0008942224,0.0006933189,0.00003705764,0.00002445707,0.0000102184,0.000009031496,0.001067497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1646069,"threshold_uncertainty_score":0.2818218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566410694132936,"score_gpt":0.2741620242286871,"score_spread":0.2584979172873577,"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."}}