{"id":"W4403722216","doi":"10.14309/01.ajg.0001044748.18385.d4","title":"S3845 Challenges of Pyoderma Gangrenosum Diagnosis in the Dark Skin Population","year":2024,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Autoimmune and Inflammatory Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Pyoderma gangrenosum; Medicine; Dermatology; Population; Pathology; Disease","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":[0.0006649097,0.00009826311,0.0004340385,0.0001873105,0.0000229556,0.000006975288,0.0002221744,0.00001976488,0.00002210904],"category_scores_gemma":[0.00004417547,0.00005174714,0.0001561976,0.0001513937,0.000273904,0.00006952186,0.00002523972,0.0003228862,0.000003314859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002561645,"about_ca_system_score_gemma":0.00002928767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005569678,"about_ca_topic_score_gemma":0.0000452854,"domain_scores_codex":[0.9987162,0.0003479556,0.0004744422,0.00008380741,0.0001921175,0.0001854892],"domain_scores_gemma":[0.9992308,0.0001537098,0.0003552122,0.0001902174,0.00004339919,0.0000266734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007113816,0.0005246401,0.8009287,0.0001947152,0.0007281261,0.0005349804,0.01253939,0.0002448247,0.0006511846,0.001284462,0.003795394,0.1714598],"study_design_scores_gemma":[0.0006493522,0.006434014,0.9838839,0.000210244,0.0001470346,0.001089917,0.005800947,0.00007974555,0.00003916216,0.0006352183,0.000993442,0.00003708605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722758,0.002690006,0.00008410559,0.02457555,0.0001311546,0.00009383219,0.000001548872,0.000006075185,0.0001419118],"genre_scores_gemma":[0.996627,0.002037101,0.00006493334,0.001142642,0.0001028292,0.000006693053,0.000001445497,0.00001223424,0.000005096024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1829552,"threshold_uncertainty_score":0.2110187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170636306378412,"score_gpt":0.2701779251293782,"score_spread":0.258471562065594,"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."}}