{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000196044,0.0001532058,0.0003165425,0.0002780882,0.00009114751,0.00002075317,0.0001520749,0.00006148134,0.0008457799],"category_scores_gemma":[0.0004879541,0.0001266225,0.0001719186,0.0004844009,0.000139478,0.0002561674,0.0000915885,0.0002015449,0.0001040769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003648069,"about_ca_system_score_gemma":0.0002340659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006347783,"about_ca_topic_score_gemma":0.00002857215,"domain_scores_codex":[0.9982953,0.0004189009,0.0002223562,0.0003480814,0.0002792924,0.0004360647],"domain_scores_gemma":[0.9985083,0.0003228794,0.00007608593,0.0004161425,0.0001531907,0.0005234323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002951057,0.0001597036,0.9905726,0.000007605948,0.000582022,0.00002102661,0.00005006583,0.000006772046,0.001347724,0.00004438612,0.001861398,0.005051562],"study_design_scores_gemma":[0.0002933286,0.0001517037,0.9944868,0.00002407688,0.002566033,0.00001102745,0.00006125272,0.0005861543,0.0004655692,0.00008026826,0.001165156,0.0001086293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900578,0.00708073,0.00009100873,0.001375935,0.0002653202,0.0003376059,0.00003408462,0.00004783495,0.0007097123],"genre_scores_gemma":[0.9962184,0.0003985775,0.0002961651,0.001742196,0.0006008275,0.00006154176,0.0005074384,0.00001474895,0.0001600962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006682153,"threshold_uncertainty_score":0.9260697,"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."}}