{"id":"W4302425964","doi":"10.26685/urncst.407","title":"The Effects of Bilingualism and Multilingualism on Alzheimer’s Disease Progression: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Alzheimer's disease research and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Multilingualism; Neuroscience of multilingualism; Psychology; Cognition; Cognitive reserve; Dementia; Cognitive psychology; Medicine; Disease; Neuroscience; Cognitive impairment; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.005273779,0.00113982,0.006235787,0.008403352,0.0005766403,0.002214756,0.001272866,0.001415772,0.003346531],"category_scores_gemma":[0.01926943,0.000728031,0.006117177,0.009066456,0.0007314723,0.001768676,0.001127916,0.0007648315,0.0002227277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002339007,"about_ca_system_score_gemma":0.007695021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007471311,"about_ca_topic_score_gemma":0.02360828,"domain_scores_codex":[0.9963936,0.001135467,0.001343868,0.0003876348,0.0005869335,0.0001525032],"domain_scores_gemma":[0.979937,0.01517479,0.003121108,0.0002084752,0.001331221,0.0002273824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002253507,0.00001302437,0.002052687,0.9632082,0.00863107,0.0001428539,0.0002097937,0.00007351435,0.000164998,0.0001388361,0.0008543325,0.02428534],"study_design_scores_gemma":[0.0002258191,0.0002633117,0.01494541,0.8525571,0.1141939,0.0008390475,0.0004902817,0.00011536,0.0002556477,0.0003472491,0.01572174,0.00004515795],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001661188,0.9975896,0.00006332248,0.000130409,0.00004511573,0.00009225912,0.0002433777,0.000003619932,0.0001711465],"genre_scores_gemma":[0.02288493,0.9758494,0.0003444512,0.0002717332,0.00006198133,0.0002627624,0.000224801,0.000003320642,0.00009658121],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008403352,"threshold_uncertainty_score":0.02789074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142922419837527,"score_gpt":0.5107049700573835,"score_spread":0.3964127280736308,"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."}}