{"id":"W4390954064","doi":"10.1177/12034754231220937","title":"Reactive Granulomatous Dermatitis: A Descriptive Study of 10 Patients","year":2024,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Skin Diseases and Diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Malignancy; Dermatology; Lymphoma; Cutaneous T-cell lymphoma; Skin biopsy; Biopsy; Inflammatory bowel disease; Pathology; Disease; Mycosis fungoides","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":[0.0002655073,0.0001431782,0.000752482,0.0004500218,0.00003106649,0.00001253032,0.0000396371,0.00004773223,0.00017565],"category_scores_gemma":[0.0008499132,0.00009103627,0.0001531233,0.0002306411,0.0001016355,0.0001106447,0.00001522079,0.0001771821,0.00000296676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000427281,"about_ca_system_score_gemma":0.0001708701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004748463,"about_ca_topic_score_gemma":0.000002905844,"domain_scores_codex":[0.9984059,0.00006727021,0.0007127873,0.0001245071,0.0005332211,0.0001563104],"domain_scores_gemma":[0.9979118,0.001060602,0.0002598568,0.0001106425,0.0004262406,0.0002308261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001855962,0.003087593,0.6919771,0.001486172,0.00206717,0.02371522,0.01997362,0.000002904306,0.0007831025,0.00002381287,0.2107076,0.04431973],"study_design_scores_gemma":[0.01370696,0.03524449,0.7405952,0.0295048,0.01039789,0.03840854,0.09500773,0.0004451471,0.001698096,0.002538534,0.03139718,0.001055468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895148,0.008576653,0.00000568176,0.0004821564,0.000476659,0.0001855294,0.000005367396,0.00001499695,0.0007381333],"genre_scores_gemma":[0.9987923,0.00047157,0.00001819746,0.0003019024,0.000285683,0.000002257654,0.000004361346,0.00001808951,0.0001056303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1793104,"threshold_uncertainty_score":0.3712352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02183113784736141,"score_gpt":0.2719556490968828,"score_spread":0.2501245112495214,"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."}}