{"id":"W4411214394","doi":"10.3390/geriatrics10030079","title":"The Behaviours in Dementia Toolkit: A Descriptive Study on the Reach and Early Impact of a Digital Health Resource Library About Dementia-Related Mood and Behaviour Changes","year":2025,"lang":"en","type":"article","venue":"Geriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Health Sciences Centre; Sunnybrook Health Science Centre; Baycrest Hospital; Yorkville University; University of Toronto","funders":"Public Health Agency of Canada","keywords":"Dementia; Medicine; Mood; Resource (disambiguation); Descriptive research; Gerontology; Psychiatry; Disease; Social science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00273185,0.0002235796,0.0006517249,0.001342901,0.001675872,0.001938594,0.0004981962,0.000525654,0.001801066],"category_scores_gemma":[0.005706476,0.0005793929,0.0006929751,0.001684556,0.0007646009,0.001379988,0.00164971,0.001097121,0.0004696272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001932987,"about_ca_system_score_gemma":0.003012272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01533069,"about_ca_topic_score_gemma":0.03560752,"domain_scores_codex":[0.9986933,0.0004828473,0.000198107,0.0001036386,0.0002454786,0.0002767],"domain_scores_gemma":[0.9962835,0.001577127,0.0009658459,0.0001281895,0.0005474789,0.0004979602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006262305,0.003851855,0.6655693,0.001652337,0.0001060125,0.001987672,0.291382,0.00007676904,0.001123253,0.0002986663,0.001377632,0.03194818],"study_design_scores_gemma":[0.00005406917,0.002727087,0.6640457,0.0004768324,0.0000731754,0.001494011,0.3237345,0.0001316299,0.0004247434,0.00009481745,0.006679339,0.00006414029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985489,0.0001721557,0.00007263073,0.00006135557,0.000003234968,0.0002183101,0.0003349739,0.000002693614,0.000585825],"genre_scores_gemma":[0.9954135,0.0007063659,0.0006651355,0.0002703253,0.00001107584,0.0008179551,0.0004535224,0.0000113425,0.001650876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01533069,"threshold_uncertainty_score":0.03048295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179840033971952,"score_gpt":0.3055621990147183,"score_spread":0.2875781956175231,"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."}}