{"id":"W4416704562","doi":"10.1001/jamadermatol.2025.4652","title":"Standardization of Lesion Classification and Assessment by Investigators in Clinical Trials for Hidradenitis Suppurativa","year":2025,"lang":"en","type":"article","venue":"JAMA Dermatology","topic":"Hidradenitis Suppurativa and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"School of Medicine, University of North Carolina at Chapel Hill; Lee Kong Chian School of Medicine, Nanyang Technological University; School of Medicine, Indiana University; School of Medicine, Emory University; Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico; Emory University; National University of Singapore; University of Toronto; University of North Carolina at Chapel Hill; Cardiff University; Sjællands Universitetshospital; Parker Institute for Cancer Immunotherapy; Università degli Studi di Milano; University of Pennsylvania","keywords":"Hidradenitis suppurativa; Clinical trial; Standardization; Reliability (semiconductor); Lesion; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009694719,0.0001241006,0.0008121885,0.000211372,0.000048415,0.00001729361,0.00004347931,0.000283341,0.00001865997],"category_scores_gemma":[0.001931801,0.0001036811,0.00008954137,0.0002014858,0.0001773146,0.0001296374,0.00002113965,0.0001647129,9.958687e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007247699,"about_ca_system_score_gemma":0.0003309773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001456483,"about_ca_topic_score_gemma":0.00001405671,"domain_scores_codex":[0.9975322,0.0007744095,0.001165498,0.0002621357,0.0001186602,0.0001470798],"domain_scores_gemma":[0.9980321,0.001313945,0.0002892157,0.0001597178,0.0001240338,0.00008099455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006046622,0.0005120776,0.9008082,0.0003910775,0.0002001152,0.0005799234,0.0002189205,1.498901e-7,0.01049954,0.02042313,0.0160283,0.04973395],"study_design_scores_gemma":[0.05862991,0.001642535,0.7657258,0.001291931,0.001181616,0.01354919,0.001967046,0.007755069,0.07265678,0.01644356,0.05858326,0.0005732867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.800157,0.0007901325,0.04126353,0.152519,0.0003754933,0.00263336,0.0002561703,0.0000480559,0.001957257],"genre_scores_gemma":[0.9958402,0.0002767766,0.003145895,0.00005866321,0.00002006408,0.0001230398,0.0003987094,0.000009677544,0.0001269697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1956832,"threshold_uncertainty_score":0.4227991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1683312538636505,"score_gpt":0.4936417184202482,"score_spread":0.3253104645565977,"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."}}