{"id":"W2995014832","doi":"10.1038/s41590-019-0558-z","title":"The coming of age of Langerhans cell histiocytosis","year":2019,"lang":"en","type":"article","venue":"Nature Immunology","topic":"Histiocytic Disorders and Treatments","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Cancer Research UK","keywords":"Langerhans cell histiocytosis; Histiocytosis; Disease; Medicine; Langerhans cell; Immunology; Pathology; Dermatology; Antigen","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":[0.00005972582,0.00006649793,0.0002293015,0.00004414392,0.00002705443,0.000001332471,0.00008604945,0.0001895702,0.00008301543],"category_scores_gemma":[0.00004540286,0.00004220402,0.00006898685,0.00008217192,0.0001081313,0.000009760739,0.00002439679,0.0002295092,0.0000326567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003577954,"about_ca_system_score_gemma":0.00004666798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006071447,"about_ca_topic_score_gemma":0.00001329409,"domain_scores_codex":[0.9995366,0.00002184074,0.0001515124,0.000089993,0.0000858468,0.0001141955],"domain_scores_gemma":[0.9994418,0.0001191429,0.00009407938,0.0002722839,0.00006025434,0.00001244904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002327986,0.001685392,0.1173277,0.0005756494,0.001781123,0.0001375113,0.002308383,0.000005570651,0.7986217,0.02146193,0.005409452,0.04835768],"study_design_scores_gemma":[0.01671231,0.003173367,0.2302424,0.0003575435,0.000756117,0.00009867128,0.001760264,0.00006370934,0.2448173,0.001351098,0.5003085,0.0003587893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9490398,0.01141175,0.000008704184,0.0003335158,0.0003459814,0.0001958405,0.000008743038,0.00001058878,0.03864511],"genre_scores_gemma":[0.9942984,0.0002040366,0.0001666813,0.00007023871,0.000009219232,0.000003833942,0.00002420938,0.000008093227,0.005215309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5538043,"threshold_uncertainty_score":0.172103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003881155020941465,"score_gpt":0.2380519551710227,"score_spread":0.2341708001500812,"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."}}