{"id":"W3212303410","doi":"10.3390/nu13113974","title":"Evaluation of Available Cognitive Tools Used to Measure Mild Cognitive Decline: A Scoping Review","year":2021,"lang":"en","type":"review","venue":"Nutrients","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Dementia; Cognition; Cognitive decline; Mini–Mental State Examination; Cognitive test; Effects of sleep deprivation on cognitive performance; Gerontology; Pathological; Medicine; Psychology; Cognitive impairment; Clinical psychology; Psychiatry; Disease; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006006923,0.0005771469,0.003415039,0.0004709075,0.00009957133,0.00006614956,0.0002242283,0.000298996,0.004395056],"category_scores_gemma":[0.01255325,0.0004959371,0.000836567,0.001839295,0.00009281567,0.00016224,0.0003293414,0.0005723429,0.001204966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000338981,"about_ca_system_score_gemma":0.005081408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009487024,"about_ca_topic_score_gemma":0.000008958275,"domain_scores_codex":[0.9907499,0.001794116,0.001378531,0.001002504,0.004460419,0.0006145379],"domain_scores_gemma":[0.9890649,0.0008999876,0.0006065953,0.0004385593,0.008575687,0.0004142784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007602823,0.0007172371,0.0004222321,0.1448367,0.00106581,0.00003952204,0.00004299627,6.289302e-9,0.000001309796,0.000001430821,0.001637444,0.8511593],"study_design_scores_gemma":[0.004104265,0.000536461,0.0001374957,0.9065596,0.02211431,0.00003344567,0.00007348252,0.000001396367,0.0001684021,0.000003708396,0.06588602,0.000381356],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002739676,0.9728706,0.00009049696,0.00005563848,0.0001699076,0.01959067,0.0002990532,0.00003140111,0.006618249],"genre_scores_gemma":[0.0002408382,0.9931459,0.00006172555,0.0005776956,0.0001494873,0.003019524,0.00192707,0.00008470826,0.0007930402],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8507779,"threshold_uncertainty_score":0.9997492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3624995140802637,"score_gpt":0.488336433818536,"score_spread":0.1258369197382723,"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."}}