{"id":"W4416133123","doi":"10.4103/neurol-india.neurol-india-d-24-00912","title":"Cognitive Impairment in Autoimmune Encephalitis: Characterization and Predicting Long-term Outcomes","year":2025,"lang":"en","type":"article","venue":"Neurology India","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive impairment; Cognition; Verbal fluency test; Autoimmune encephalitis; Memory impairment; Fluency; Encephalitis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009913911,0.0005243362,0.0004592499,0.001358679,0.000529661,0.0007788237,0.0004667253,0.000587788,0.0006053044],"category_scores_gemma":[0.002153884,0.0001216262,0.000435787,0.0009437366,0.0003738487,0.000601356,0.0005685141,0.0007632697,0.0002175913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004792381,"about_ca_system_score_gemma":0.0004462479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002546899,"about_ca_topic_score_gemma":0.002445038,"domain_scores_codex":[0.9996473,0.00008269601,0.00004957757,0.00005960439,0.00007429136,0.00008656242],"domain_scores_gemma":[0.998154,0.0002241109,0.0008446605,0.00004988159,0.0002423332,0.0004849164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001586383,0.00005681163,0.997844,0.000009839051,0.00002868587,0.0001465277,0.00003370921,0.00004370796,0.00006964039,0.000005466969,0.00004054812,0.001562552],"study_design_scores_gemma":[0.000006918915,0.0002493068,0.9986094,0.00001412971,0.00003887752,0.0006023042,0.00009613033,0.0002279811,0.00004474672,0.00003281965,0.00007261297,0.000004606996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983996,0.0008525583,0.00004567009,0.00005343002,0.000007847067,0.00001053556,0.0001336427,0.000003309287,0.0004934203],"genre_scores_gemma":[0.9993284,0.0002367144,0.00004573068,0.00001626114,0.00002757231,0.000007915305,0.0002701969,6.853292e-7,0.00006661667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002546899,"threshold_uncertainty_score":0.005243003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277643321018429,"score_gpt":0.2880241370327373,"score_spread":0.275247703822553,"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."}}