{"id":"W7117237212","doi":"10.1002/alz70858_098369","title":"Empowering Caregivers: Innovative Tools for Supporting Families of People with Dementia in Community and LTC Settings","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital","funders":"","keywords":"Dementia; Psychological intervention; Health care; Family caregivers; Burnout; Resource (disambiguation); Needs assessment; Caregiver stress","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003643431,0.001445899,0.0004125241,0.001832835,0.001501354,0.002089531,0.001548083,0.0008068091,0.007950174],"category_scores_gemma":[0.0126744,0.0003253462,0.000792958,0.000998821,0.0006655821,0.002376935,0.003993505,0.0009197798,0.002079832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001513028,"about_ca_system_score_gemma":0.005734146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021828,"about_ca_topic_score_gemma":0.03622927,"domain_scores_codex":[0.9983258,0.0008210244,0.000114015,0.0001021577,0.0004134044,0.0002235801],"domain_scores_gemma":[0.996317,0.001879109,0.0002699945,0.0001664823,0.0006152741,0.0007521092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002366144,0.0005910237,0.009132237,0.001704067,0.00006110425,0.0007848096,0.01664368,0.000362438,0.001719591,0.001778942,0.1174337,0.8495517],"study_design_scores_gemma":[0.0005389955,0.001194799,0.03869943,0.006296745,0.0005235942,0.003416892,0.04070048,0.004151876,0.004862333,0.01452242,0.8845974,0.0004951297],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4619083,0.0243583,0.192215,0.04482843,0.003352052,0.01555437,0.01224626,0.02796705,0.2175703],"genre_scores_gemma":[0.4631296,0.0168531,0.456226,0.005435131,0.0003935753,0.007696781,0.004475764,0.0006046278,0.04518537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021828,"threshold_uncertainty_score":0.02659601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325229498062484,"score_gpt":0.3390648100785101,"score_spread":0.3158125150978853,"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."}}