{"id":"W4310569462","doi":"10.1161/strokeaha.122.040671","title":"Clinical, Neuroimaging, and Genetic Markers in Cerebral Amyloid Angiopathy-Related Inflammation: A Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"Stroke","topic":"Intracerebral and Subarachnoid Hemorrhage Research","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"Medicine; Cerebral amyloid angiopathy; Superficial siderosis; Internal medicine; Prospective cohort study; Neuroimaging; Biomarker; Gastroenterology; Fluid-attenuated inversion recovery; Cerebrospinal fluid; Pathology; Magnetic resonance imaging; Dementia; Radiology; Disease; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002482232,0.0005737745,0.009477194,0.0008245753,0.0001202619,0.0000781258,0.0002695287,0.0002487942,0.002720269],"category_scores_gemma":[0.0008358842,0.000391861,0.002586849,0.001406022,0.000173939,0.00008374867,0.0003024831,0.001526936,0.00003951397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058004,"about_ca_system_score_gemma":0.0002823683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004171614,"about_ca_topic_score_gemma":0.00002096641,"domain_scores_codex":[0.9933694,0.001955419,0.002657197,0.0008950515,0.0006549493,0.0004679686],"domain_scores_gemma":[0.9973912,0.0005934422,0.000735849,0.0009118963,0.00007897073,0.0002886626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000008348111,0.00004636249,0.0001775856,0.9087784,0.03846975,0.0008243843,0.00003354473,2.913861e-7,5.971179e-8,0.00001183598,0.0001949249,0.0514545],"study_design_scores_gemma":[0.0004077537,0.0001837907,0.00009225989,0.01391505,0.9551654,0.001007349,0.00004877397,0.000650005,3.178335e-8,0.000006827529,0.02809984,0.0004229037],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001113727,0.993737,0.000004546174,0.0008417977,0.00004066307,0.004488691,0.0001005783,0.00003819106,0.0006371589],"genre_scores_gemma":[0.00003921632,0.9935524,0.0004774347,0.0003622464,0.00004306344,0.0007704536,0.0001487491,0.00005905624,0.004547371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9166957,"threshold_uncertainty_score":0.9998533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07895707464328156,"score_gpt":0.3736119106014139,"score_spread":0.2946548359581324,"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."}}