{"id":"W4413116701","doi":"10.1136/pn-2025-004724","title":"Haemophagocytic lymphohistiocytosis precipitated by lamotrigine","year":2025,"lang":"en","type":"article","venue":"Practical Neurology","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"UCLH Biomedical Research Centre","keywords":"Lamotrigine; Medicine; Psychiatry; Epilepsy","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":[0.0002332471,0.000143432,0.0003673764,0.0001645259,0.00009654193,0.00001902434,0.0001011298,0.0001950331,0.0006876882],"category_scores_gemma":[0.001900833,0.0001275066,0.00007833571,0.0003822209,0.000228413,0.0001126422,0.0001020821,0.00054383,0.0004270775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004347622,"about_ca_system_score_gemma":0.0004349369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003039438,"about_ca_topic_score_gemma":0.00000138091,"domain_scores_codex":[0.998518,0.0001899636,0.0003366362,0.0003489252,0.000205146,0.0004013039],"domain_scores_gemma":[0.9988143,0.0005414129,0.00005438656,0.000356437,0.000114127,0.0001193672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01155791,0.002968295,0.05284335,0.0006066964,0.0007084645,0.00197441,0.0001237024,0.00001185421,0.06821311,0.02068191,0.8032898,0.03702044],"study_design_scores_gemma":[0.004884524,0.001269448,0.02661386,0.00002464946,0.0001882603,0.0003825145,0.00001896413,0.003395976,0.006531857,0.001091726,0.9554093,0.0001888517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7329084,0.002216809,0.003075437,0.1744707,0.0005082826,0.0009724796,0.000008837502,0.000363945,0.08547515],"genre_scores_gemma":[0.9780586,0.0003285246,0.0002129084,0.01255135,0.00003352543,0.00005542328,0.0000271012,0.00002106036,0.008711454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2451503,"threshold_uncertainty_score":0.7529704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924059602963887,"score_gpt":0.3516321966522438,"score_spread":0.332391600622605,"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."}}