{"id":"W4403207135","doi":"10.1212/01.wnl.0001050880.76694.bf","title":"Research on Prediction Model of Severe Autoimmune Encephalitis","year":2024,"lang":"en","type":"article","venue":"Neurology","topic":"interferon and immune responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sanofi Genzyme; EMD Serono; Alexion Pharmaceuticals; Celgene; Sanofi; Biogen; Bristol-Myers Squibb","keywords":"Autoimmune encephalitis; Medicine; Encephalitis; Virology; Virus","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":[0.003707503,0.001942539,0.001164985,0.002108423,0.0008373401,0.002403298,0.001652796,0.001030897,0.009453563],"category_scores_gemma":[0.0151261,0.0003898883,0.001741255,0.00139867,0.0006380301,0.002877832,0.001074003,0.002136446,0.0008809314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002113245,"about_ca_system_score_gemma":0.002784797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0286328,"about_ca_topic_score_gemma":0.01275641,"domain_scores_codex":[0.9981648,0.000568623,0.0001007065,0.0005980706,0.0002389705,0.0003289067],"domain_scores_gemma":[0.9915275,0.005414325,0.0006673606,0.0003115016,0.001655876,0.0004235469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004629063,0.0005751399,0.2638797,0.0005343183,0.0006518619,0.0006570024,0.0004662082,0.5011423,0.0008157083,0.04923977,0.02811842,0.1534567],"study_design_scores_gemma":[0.00002676819,0.00008109315,0.009688541,0.00006138453,0.00009133988,0.00009792089,0.0001669257,0.9696552,0.000102289,0.01880969,0.001200518,0.00001838078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4322908,0.007103551,0.5253284,0.01067197,0.001559736,0.0005669391,0.004186909,0.001200115,0.01709156],"genre_scores_gemma":[0.9581929,0.002667901,0.02636689,0.0003596207,0.0006664217,0.0003595795,0.003645706,0.0000565365,0.007684433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0286328,"threshold_uncertainty_score":0.05693227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04679430721259274,"score_gpt":0.3223584514572614,"score_spread":0.2755641442446687,"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."}}