{"id":"W4410810346","doi":"10.1038/s41375-025-02656-w","title":"Cluster analysis reveals the clinical spectrum of Erdheim-Chester disease","year":2025,"lang":"en","type":"article","venue":"Leukemia","topic":"Histiocytic Disorders and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"National Cancer Institute; Ministero della Salute; Erdheim-Chester Disease Global Alliance","keywords":"Erdheim–Chester disease; Cluster (spacecraft); Medicine; Disease; Pathology; Histiocytosis; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004793393,0.0003232361,0.0004139444,0.002393222,0.0006586416,0.0008925901,0.0003534522,0.0002438542,0.003437107],"category_scores_gemma":[0.001565603,0.0001433383,0.0003573335,0.002112331,0.0004468586,0.0002641804,0.0007563006,0.000302758,0.0007328546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005305146,"about_ca_system_score_gemma":0.0004678404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003856311,"about_ca_topic_score_gemma":0.005326356,"domain_scores_codex":[0.99939,0.0001130277,0.00006572824,0.0001382428,0.0001433336,0.0001495947],"domain_scores_gemma":[0.9994579,0.0001030315,0.0001247003,0.00007663487,0.0001315712,0.0001062106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001917677,0.0001764798,0.8131905,0.0001398568,0.0003036014,0.004580181,0.001386017,0.001582307,0.0968199,0.002244907,0.00527161,0.07238702],"study_design_scores_gemma":[0.00004599908,0.0001731183,0.9706371,0.00003492594,0.0001084048,0.009089396,0.001765606,0.003559887,0.005341205,0.002563564,0.006645919,0.00003481669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909251,0.0004591397,0.002881424,0.0002936728,0.00001934407,0.00006696804,0.001109608,0.00008093002,0.004163779],"genre_scores_gemma":[0.9958527,0.0001547572,0.002269173,0.00004093414,0.00001377198,0.00001974992,0.0009519095,0.0000265032,0.0006704798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003856311,"threshold_uncertainty_score":0.01149827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001039234922986,"score_gpt":0.3363810103923122,"score_spread":0.3163706180430824,"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."}}