{"id":"W2037842291","doi":"10.1371/journal.pone.0047206","title":"Occupational Attainment as a Marker of Cognitive Reserve in Multiple Sclerosis","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Ontario Shores Centre for Mental Health Sciences; Sunnybrook Health Science Centre; University of Toronto","funders":"University of Cambridge; Multiple Sclerosis Society of Canada; Canadian Institutes of Health Research; Teva Pharmaceutical Industries; Multiple Sclerosis Society; Biogen","keywords":"Cognitive reserve; Neuropsychology; Cognition; Working memory; Psychology; Atrophy; Paced Auditory Serial Addition Test; Clinical psychology; Cognitive skill; Brain size; Neuropsychological assessment; Effects of sleep deprivation on cognitive performance; Executive functions; Audiology; Medicine; Psychiatry; Internal medicine; Cognitive impairment; Magnetic resonance imaging; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007451529,0.0002351116,0.0002642809,0.00118262,0.0003730759,0.0004887988,0.0001517497,0.0002602728,0.0007588385],"category_scores_gemma":[0.003766185,0.0001037432,0.0002030776,0.0006957577,0.0003227597,0.0002563662,0.0005384481,0.0003116674,0.0001218429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650362,"about_ca_system_score_gemma":0.000193603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002756652,"about_ca_topic_score_gemma":0.003656657,"domain_scores_codex":[0.9997711,0.0001085943,0.00002538683,0.00002024872,0.00004236288,0.00003241533],"domain_scores_gemma":[0.9983233,0.000521717,0.0007301112,0.00007335706,0.00008304758,0.0002684137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001883488,0.00003219503,0.9960958,0.000008000628,0.00002857304,0.00007736028,0.0001000745,0.0000762152,0.0002149468,0.00001746129,0.00002569393,0.003135294],"study_design_scores_gemma":[0.000002073068,0.0001005163,0.9994242,0.000004370265,0.00001327371,0.00009671611,0.00008319785,0.0001312246,0.00005107821,0.00005026201,0.0000412437,0.000001862871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992622,0.0003548639,0.00004141022,0.00003210985,0.000002165174,0.000001564425,0.00002535255,0.000001836668,0.0002786703],"genre_scores_gemma":[0.9998538,0.00005419566,0.00002554091,0.000004284963,0.000003266114,0.000001010992,0.00002133795,2.442172e-7,0.00003632357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002756652,"threshold_uncertainty_score":0.005481243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2658176385286412,"score_gpt":0.3445752209900782,"score_spread":0.07875758246143699,"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."}}