{"id":"W4211261796","doi":"10.1007/978-3-319-59632-7_20","title":"Malignant Histiocytoses","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Histiocytic Disorders and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; SickKids Foundation; University of Toronto","funders":"","keywords":"Histiocytic sarcoma; Histiocyte; Erdheim–Chester disease; Medicine; Malignant histiocytosis; Langerhans cell histiocytosis; Histiocytosis; Sarcoma; Pathology; Disease; Cancer research","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002749102,0.0002632357,0.0004653559,0.00007790879,0.0001159796,0.00002208874,0.0000866686,0.0002273076,0.007433245],"category_scores_gemma":[0.00002054519,0.0001930665,0.0001936485,0.000001908297,0.0001139102,0.00002214646,0.00003653562,0.0001308019,0.002979791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281327,"about_ca_system_score_gemma":0.0002048435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005865025,"about_ca_topic_score_gemma":0.00003223399,"domain_scores_codex":[0.9991404,0.000001311067,0.0001817637,0.0003009661,0.0002245071,0.0001510559],"domain_scores_gemma":[0.9989772,0.00001128114,0.0001297869,0.0006785906,0.00006695391,0.0001362103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001744567,0.0002049546,0.0002172743,0.0002793609,0.001151262,0.003552545,0.00005031227,9.935975e-8,0.00001107373,0.6774926,0.1872177,0.1296483],"study_design_scores_gemma":[0.001031407,0.0001907286,0.0001112327,0.0003913695,0.0005129253,0.0001070732,0.000001800932,0.000002844743,0.00001555112,0.007816556,0.9896243,0.0001941861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001517367,0.001239456,0.00002740479,0.0003018115,0.0002268024,0.0002941002,0.00003214691,0.00007491387,0.9977882],"genre_scores_gemma":[0.005310677,0.000471914,0.0003506175,0.000257231,0.0001410211,0.000007770011,0.000149338,0.00005740248,0.993254],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8024066,"threshold_uncertainty_score":0.9977965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03627205239182599,"score_gpt":0.280281651794682,"score_spread":0.244009599402856,"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."}}