{"id":"W4407030037","doi":"10.1177/12034754251316545","title":"Association Between Pyoderma Gangrenosum and Cutaneous Malignancies: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Autoimmune and Inflammatory Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Women's College Hospital; McMaster University; University of Toronto","funders":"","keywords":"Pyoderma gangrenosum; Medicine; Dermatology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001973017,0.0005902533,0.01018487,0.0008030445,0.0001047597,0.00002858601,0.0001468642,0.0004639831,0.00007718257],"category_scores_gemma":[0.00685442,0.00037042,0.0008805425,0.0004721834,0.0001181399,0.00009714673,0.00005196883,0.0008552547,0.000007857113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002307249,"about_ca_system_score_gemma":0.001100656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000629088,"about_ca_topic_score_gemma":8.429066e-7,"domain_scores_codex":[0.9943249,0.0004679015,0.003666785,0.0002900974,0.0008624149,0.0003878877],"domain_scores_gemma":[0.9896023,0.005352734,0.003918619,0.0003668782,0.0004759274,0.0002835461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001264866,0.00002229899,0.0001890345,0.8916732,0.001800718,0.002848216,0.00009043791,1.254312e-8,2.72922e-7,0.000003677934,0.04412478,0.05923469],"study_design_scores_gemma":[0.0001533216,0.0001595439,0.00000279047,0.6076007,0.02331811,0.0247884,0.00008257318,3.812806e-7,1.005592e-7,0.00001602051,0.3436939,0.0001841285],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005762236,0.9959734,0.000009846125,0.001770106,0.0003825282,0.001197938,0.00001259415,0.00002689565,0.000569039],"genre_scores_gemma":[0.00002356829,0.9941297,0.00001506913,0.001740581,0.0004526136,0.0000184255,0.00004074454,0.00004921107,0.003530049],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2995691,"threshold_uncertainty_score":0.9998748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02778081538415735,"score_gpt":0.3055548993104314,"score_spread":0.2777740839262741,"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."}}