{"id":"W4378602267","doi":"10.20944/preprints202305.1900.v1","title":"Perforating Gout: Expanding the Differential for Transepidermal Elimination","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Dermatological and Skeletal Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Gout; Medicine; Elastin; Dermatology; Differential diagnosis; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000347857,0.0002829999,0.0002638642,0.00004074885,0.0002516728,0.00003669153,0.0005070799,0.0003875287,0.00007431574],"category_scores_gemma":[0.0003736087,0.0002127975,0.0003877634,0.00005096078,0.0001069045,0.00000388074,0.0007692422,0.0003449233,0.00008725128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001511694,"about_ca_system_score_gemma":0.00004942379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001847429,"about_ca_topic_score_gemma":0.00002101989,"domain_scores_codex":[0.9982523,0.0001178475,0.0003856794,0.0007285004,0.0001712817,0.0003444033],"domain_scores_gemma":[0.9990687,0.00006165684,0.0001722786,0.0005493842,0.00008665411,0.00006132338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004114582,0.0002936246,0.1514849,0.001097702,0.0006100766,0.000008280253,0.001304844,0.002891392,0.8331476,0.0009299769,0.001123735,0.00669637],"study_design_scores_gemma":[0.001670458,0.0001570187,0.4975446,0.0002085373,0.0002775435,0.00001822674,0.0009101771,0.004972513,0.4764929,0.006889705,0.009502033,0.001356272],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864423,0.0001054653,0.009393086,0.00158957,0.0006548493,0.0008206177,0.00005276355,0.00007084443,0.0008704579],"genre_scores_gemma":[0.9965108,0.0001545137,0.00007875926,0.0001553556,0.0003170059,0.0005793201,0.0006697972,0.00004324186,0.001491204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3566547,"threshold_uncertainty_score":0.867763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1253598872732608,"score_gpt":0.3603690190830747,"score_spread":0.2350091318098139,"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."}}