{"id":"W4390200202","doi":"10.1002/alz.078857","title":"Neuroinflammatory biomarkers in neurodegenerative disease: Insights from the ONDRI Cohort","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Neuroinflammation and Neurodegeneration Mechanisms","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Sunnybrook Hospital; Queen's University; Sunnybrook Health Science Centre; Ontario Brain Institute; Parkinson's Clinic of Eastern Toronto & Movement Disorders Centre; Toronto Western Hospital; University of Toronto; Western University; Bruyère; Baycrest Hospital; University of Ottawa; Health Sciences Centre; Occupational Cancer Research Centre; University Health Network","funders":"","keywords":"Neurodegeneration; Montreal Cognitive Assessment; Biomarker; Neuroinflammation; Medicine; Internal medicine; Neuroprotection; Glial fibrillary acidic protein; Astrogliosis; Neurology; Pathology; Cohort; Dementia; Neuroscience; Psychology; Disease; Chemistry; Immunohistochemistry; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009505343,0.0005081052,0.0008480416,0.001082398,0.001239045,0.0009690218,0.000851173,0.0004324742,0.001878522],"category_scores_gemma":[0.00228101,0.0003691771,0.0007345655,0.001981211,0.0003889298,0.0004133776,0.00129743,0.0005800248,0.0003720426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001531214,"about_ca_system_score_gemma":0.001486336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3119714,"about_ca_topic_score_gemma":0.4066218,"domain_scores_codex":[0.9992613,0.00007690751,0.00006522575,0.0002619661,0.0001807481,0.0001537651],"domain_scores_gemma":[0.9990122,0.00007762385,0.000282975,0.0002507799,0.0002380767,0.0001382606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002911907,0.00002327705,0.9938646,0.00002684062,0.0002132517,0.0002339399,0.0005622742,0.00008720695,0.000739097,0.0001490066,0.001380117,0.002429059],"study_design_scores_gemma":[0.000009413478,0.00001421132,0.9981127,0.00001309768,0.00008833726,0.0001994808,0.0002387516,0.0001234987,0.00005627001,0.0000626956,0.001073959,0.000007619291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873469,0.000706286,0.0003452957,0.0001897282,0.00001441702,0.00002592919,0.00974197,0.00001331146,0.001616166],"genre_scores_gemma":[0.9914681,0.0002773714,0.0003246691,0.00005536182,0.00002002884,0.00003956437,0.006818368,0.00002109085,0.0009755513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3119714,"threshold_uncertainty_score":0.6203111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03927663760089115,"score_gpt":0.2620190450261496,"score_spread":0.2227424074252584,"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."}}