{"id":"W4205299597","doi":"10.1002/alz.12544","title":"Is more always better? Dose effect in a multidomain intervention in older adults at risk of dementia","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut Universitaire de Gériatrie de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Dementia; Intervention (counseling); Gerontology; Medicine; Psychology; Psychiatry; Internal medicine; Disease","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":[0.007393017,0.0005534848,0.00228611,0.0005505208,0.0003297975,0.0008691169,0.0006701516,0.002052929,0.005588438],"category_scores_gemma":[0.01570412,0.0004021863,0.003079464,0.0005554058,0.0005941234,0.001004753,0.0009575807,0.001843501,0.0002788343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004994829,"about_ca_system_score_gemma":0.0005789149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006064614,"about_ca_topic_score_gemma":0.001314443,"domain_scores_codex":[0.9949275,0.003831062,0.0004004547,0.0003812019,0.0002946284,0.0001651836],"domain_scores_gemma":[0.989134,0.007536823,0.00193539,0.0004947197,0.0002458438,0.0006531946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7797121,0.02816697,0.01760434,0.007052251,0.01957006,0.00007741675,0.0006863999,0.002170972,0.002001219,0.0008993711,0.001181486,0.1408774],"study_design_scores_gemma":[0.4749357,0.334509,0.1492379,0.00347273,0.0214474,0.0001401848,0.0003235758,0.004395226,0.001985919,0.005211177,0.004216062,0.0001251858],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716381,0.01923665,0.001519274,0.002399713,0.0005476272,0.001610071,0.0002651793,0.00007437675,0.002709021],"genre_scores_gemma":[0.9904169,0.002772834,0.003382523,0.001342983,0.0002561406,0.001241398,0.00008751407,0.000009044248,0.0004907805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007393017,"threshold_uncertainty_score":0.0390985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273690338816445,"score_gpt":0.303663157277215,"score_spread":0.2909262538890506,"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."}}