{"id":"W4220843318","doi":"10.1002/alz.12642","title":"White matter hyperintensities and longitudinal cognitive decline in cognitively normal populations and across diagnostic categories: A meta‐analysis, systematic review, and recommendations for future study harmonization","year":2022,"lang":"en","type":"review","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Hyperintensity; Dementia; Cognition; Meta-analysis; Cognitive decline; Psychology; Leukoaraiosis; Clinical psychology; Disease; Gerontology; Medicine; Psychiatry; Pathology; Magnetic resonance imaging","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07994749,0.002417061,0.01808322,0.01003938,0.0009004007,0.006026024,0.003441571,0.003497451,0.003739184],"category_scores_gemma":[0.140244,0.002038978,0.02825066,0.008556575,0.00160678,0.005247482,0.003217578,0.002809993,0.000432115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005906868,"about_ca_system_score_gemma":0.01917646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00915554,"about_ca_topic_score_gemma":0.01998197,"domain_scores_codex":[0.9679188,0.01726535,0.009523709,0.001935746,0.002737449,0.0006190181],"domain_scores_gemma":[0.9193264,0.05937435,0.01053915,0.003424164,0.006734976,0.0006009479],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0005983803,0.00002713797,0.001852698,0.7976355,0.1231234,0.0001061481,0.0002542283,0.0006268105,0.0002614403,0.001404776,0.004017642,0.07009186],"study_design_scores_gemma":[0.000906547,0.0002197948,0.004141144,0.5113721,0.4562309,0.0001600158,0.0002695796,0.0005214147,0.0002714808,0.004091234,0.02173952,0.00007624437],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007048674,0.9944805,0.001318909,0.00183066,0.0003024737,0.0007102349,0.0003728577,0.00003157895,0.0002479326],"genre_scores_gemma":[0.02428623,0.9588282,0.009163028,0.002760339,0.0002881265,0.003741003,0.0006615267,0.00003904467,0.0002324975],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9200525,"threshold_uncertainty_score":0.4228078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1221629578001627,"score_gpt":0.411057084215177,"score_spread":0.2888941264150143,"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."}}