{"id":"W2088540084","doi":"10.1007/s00234-012-1005-0","title":"Education increases reserve against Alzheimer’s disease—evidence from structural MRI analysis","year":2012,"lang":"en","type":"article","venue":"Neuroradiology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Menzies Centre for Australian Studies, King's College London, University of London; South London and Maudsley NHS Foundation Trust; Kuopion Yliopistollinen Sairaala; Academy of Finland; National Institute for Health and Care Research; Itä-Suomen Yliopisto","keywords":"Neuroradiology; Medicine; Neurology; Neurosurgery; Alzheimer's disease; Cognitive reserve; Disease; Magnetic resonance imaging; Radiology; Pathology; Dementia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009485137,0.0003203157,0.0002283668,0.000975303,0.000320348,0.0006111024,0.0003431838,0.0003776136,0.002858737],"category_scores_gemma":[0.003883482,0.000195569,0.0004033596,0.0004680358,0.0007418232,0.0002992344,0.0004138053,0.0003189548,0.0002256989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002488436,"about_ca_system_score_gemma":0.0002371563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003748445,"about_ca_topic_score_gemma":0.003507776,"domain_scores_codex":[0.9996969,0.0001061935,0.00003078371,0.00006952912,0.00005597056,0.0000407245],"domain_scores_gemma":[0.9967108,0.001231679,0.001399306,0.0002615256,0.0002081236,0.0001885177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009987343,0.0001067918,0.9880742,0.00005536079,0.0003897967,0.0002877688,0.0001240414,0.00007552988,0.0006631895,0.00007212425,0.000112914,0.009039484],"study_design_scores_gemma":[0.00001846269,0.0001292448,0.9988285,0.00001987268,0.0001641036,0.0002546597,0.00004596404,0.00007139577,0.000185052,0.00009216664,0.0001879835,0.000002624146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968854,0.001583552,0.0001003709,0.000221408,0.00001003367,0.000003651302,0.0001119649,0.0000053904,0.00107835],"genre_scores_gemma":[0.9993294,0.0004034658,0.0000617102,0.00003613254,0.000020051,0.00000129315,0.00006546028,0.000001186969,0.00008134257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003748445,"threshold_uncertainty_score":0.009563386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04836651909139424,"score_gpt":0.3697764447057875,"score_spread":0.3214099256143933,"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."}}