{"id":"W2734968108","doi":"10.1159/000477658","title":"Erdheim-Chester Disease: The Importance of Information Integration","year":2017,"lang":"en","type":"article","venue":"Case Reports in Oncology","topic":"Histiocytic Disorders and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Erdheim–Chester disease; Medicine; Vemurafenib; Retroperitoneal fibrosis; CD68; Histiocytosis; Pathology; Disease; Fibrosis; Internal medicine; Immunohistochemistry; Cancer","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":[0.0002302055,0.00006061091,0.0001639958,0.00004186221,0.00009118835,0.00001126342,0.00002642828,0.00005564276,0.00004812088],"category_scores_gemma":[0.0006624276,0.00003814465,0.00004103061,0.00002851075,0.000138259,0.0001624503,0.00002511242,0.00007780011,0.000005133318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001328465,"about_ca_system_score_gemma":0.0002595773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001528983,"about_ca_topic_score_gemma":0.0004256192,"domain_scores_codex":[0.9993629,0.00001616936,0.0003681029,0.00008453958,0.00008506897,0.00008322298],"domain_scores_gemma":[0.9988789,0.00003447246,0.0004524857,0.0005132994,0.00007202469,0.00004882203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002427083,0.0003683949,0.6791905,0.00007206067,0.00005897311,0.108238,0.001239554,0.000009250787,0.0000165781,0.001392206,0.001592966,0.2075788],"study_design_scores_gemma":[0.002695568,0.0004958743,0.8480577,0.0001807582,0.0003126047,0.05132434,0.001018206,0.0006887295,0.0001612549,0.003699086,0.09121029,0.0001555467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718956,0.0001576346,0.0001155971,0.001510265,0.0002579437,0.0003486914,0.000003316836,0.000007709653,0.02570326],"genre_scores_gemma":[0.9991914,0.00002903865,0.0001748101,0.0002314595,0.00002352135,0.0000434233,0.00002873056,0.000003544851,0.0002740762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2074233,"threshold_uncertainty_score":0.1555493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547715599435694,"score_gpt":0.3506776856466626,"score_spread":0.3252005296523057,"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."}}