{"id":"W3105804765","doi":"10.1002/alz.12188","title":"Toward a theory‐based specification of non‐pharmacological treatments in aging and dementia: Focused reviews and methodological recommendations","year":2020,"lang":"en","type":"review","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Health and Medical Research Council; Région Normandie; FONDATION ALZHEIMER; Berlin University Alliance; Association France Alzheimer; National Institute for Health and Care Research; Bundesministerium für Bildung und Forschung; EU Joint Programme – Neurodegenerative Disease Research; Alzheimer Nederland; Institut National de la Santé et de la Recherche Médicale; Fondation Vaincre Alzheimer; European Commission; National Institute on Aging; Alzheimer's Association","keywords":"Dementia; Management science; Best practice; Computer science; Psychology; Position paper; Risk analysis (engineering); Data science; Medicine; Political science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3500457,0.004133287,0.01165861,0.02270747,0.002532154,0.01589454,0.009988454,0.00860411,0.007468592],"category_scores_gemma":[0.4695364,0.003471944,0.01297623,0.01824166,0.006426897,0.02356038,0.009358684,0.01370434,0.002581982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01796036,"about_ca_system_score_gemma":0.08065069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398748,"about_ca_topic_score_gemma":0.02034361,"domain_scores_codex":[0.7604588,0.1512846,0.05747762,0.008376605,0.02016372,0.002238511],"domain_scores_gemma":[0.4846734,0.413377,0.039443,0.01367324,0.04647652,0.002356837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003898093,0.0001132413,0.001034426,0.6052763,0.006010725,0.0001468473,0.003134005,0.001812038,0.0004834334,0.08928987,0.03978802,0.2525213],"study_design_scores_gemma":[0.0003972477,0.0001066344,0.0009182666,0.829091,0.007995214,0.00009860421,0.001597023,0.001083729,0.0003467534,0.06421171,0.09405442,0.00009932101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007071063,0.8457555,0.04661501,0.08910123,0.007932425,0.005242077,0.001252428,0.0002179282,0.003176338],"genre_scores_gemma":[0.02046018,0.6992885,0.1979867,0.05513642,0.002880804,0.02114956,0.001642334,0.0001444639,0.001311056],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3500457,"threshold_uncertainty_score":0.8015093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3212283740063386,"score_gpt":0.4743506702388257,"score_spread":0.1531222962324871,"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."}}