{"id":"W4401511491","doi":"10.32920/26528164","title":"Higher versus lower nut consumption and changes in cognitive performance over two years in a population at risk of cognitive decline: a cohort study","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Nuts composition and effects","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Cognition; Medicine; Cognitive decline; Effects of sleep deprivation on cognitive performance; Population; Overweight; Obesity; Cohort; Nut; Demography; Environmental health; Internal medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044192,0.0002547131,0.0004290075,0.0004271464,0.00003187356,0.00004259641,0.0000543384,0.000185335,0.0002815966],"category_scores_gemma":[0.00006386331,0.0002598362,0.00004950877,0.000173921,0.00006823143,0.00006421056,0.0004551204,0.0005737653,0.00004833162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002623131,"about_ca_system_score_gemma":0.00001188382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002039026,"about_ca_topic_score_gemma":0.007297722,"domain_scores_codex":[0.9983504,0.0002807554,0.0003287119,0.0005550272,0.000287814,0.0001972427],"domain_scores_gemma":[0.9990751,0.0004913591,0.0001842993,0.0001314686,0.00007041716,0.00004739837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006509499,0.0003685507,0.9877419,0.0002959737,0.000107434,0.00002841124,0.001420194,0.00004319806,0.00004473807,0.000003816465,0.00002900692,0.003407273],"study_design_scores_gemma":[0.007352363,0.0005579829,0.9861258,0.002341473,0.0003590072,0.000001075818,0.0001501232,0.002527528,0.0002201143,0.0000903542,0.000003605598,0.0002705758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943456,0.0002497586,0.000001626953,0.00004559988,0.002397468,0.002217871,0.00008204001,0.00005829416,0.0006017188],"genre_scores_gemma":[0.9991361,0.0001644555,0.00001806221,0.0000665754,0.00008589088,0.0001860765,0.0001979291,0.00003220606,0.0001126598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005258697,"threshold_uncertainty_score":0.9999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853434679028662,"score_gpt":0.3468305043036825,"score_spread":0.3182961575133958,"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."}}