{"id":"W4409136392","doi":"10.1177/15357597251324016","title":"Out with prolactin, in with neurofilament light and glial fibrillary acidic protein","year":2025,"lang":"en","type":"letter","venue":"Epiliepsy currents/Epilepsy currents","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Epilepsy; Glial fibrillary acidic protein; Cohort; Psychogenic disease; Internal medicine; Medicine; Traumatic brain injury; Gastroenterology; Cerebrospinal fluid; Pathology; Psychology; Endocrinology; Psychiatry","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":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0004113524,0.001903711,0.002407752,0.001410868,0.0003002586,0.0002615889,0.0006204646,0.001029595,0.0002628477],"category_scores_gemma":[0.0001933289,0.001377469,0.0003341643,0.001011014,0.0005256066,0.0003845742,0.0004774674,0.005584085,0.0002237948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000732036,"about_ca_system_score_gemma":0.001305184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001157459,"about_ca_topic_score_gemma":0.0001053328,"domain_scores_codex":[0.9904816,0.0005619499,0.001308976,0.002764494,0.002588148,0.002294804],"domain_scores_gemma":[0.9962798,0.0001915691,0.0005958761,0.00177835,0.0004066871,0.0007477662],"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":[0.007369882,0.002322083,0.4280397,0.006700463,0.001312186,0.007660246,0.0004787923,0.000002294714,0.0001433469,0.00001833465,0.5221601,0.02379254],"study_design_scores_gemma":[0.02406441,0.008756639,0.03833291,0.02013015,0.001273465,0.0006195578,0.0001317393,0.0001016146,0.002141637,0.00009259611,0.9019052,0.002450102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4461983,0.0100747,0.0001348081,0.5020009,0.003390562,0.02599937,0.001101421,0.0008348918,0.01026497],"genre_scores_gemma":[0.7456015,0.007573049,0.003265174,0.1571838,0.0153992,0.01232185,0.01802159,0.002124444,0.0385094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3897068,"threshold_uncertainty_score":0.9993707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01864414777963599,"score_gpt":0.2849225717834886,"score_spread":0.2662784240038527,"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."}}