{"id":"W4386168965","doi":"10.3390/geriatrics8050085","title":"Virtual Dementia-Friendly Communities (Verily Connect) Stepped-Wedge Cluster-Randomised Controlled Trial: Improving Dementia Caregiver Wellbeing in Rural Australia","year":2023,"lang":"en","type":"article","venue":"Geriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Division of Acquisition and Cooperative Support; National Institute for Health and Care Research; Verily Life Sciences","keywords":"Dementia; Medicine; Social support; Intervention (counseling); Peer support; Social isolation; Gerontology; Caregiver burden; Nursing; Psychology; Psychiatry; Disease; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002118835,0.0004360882,0.00101605,0.0009410552,0.0003439385,0.0002152281,0.000304264,0.000214542,0.0006128301],"category_scores_gemma":[0.0004506074,0.0004019096,0.0004074972,0.00113776,0.0001627687,0.0003170372,0.0004010351,0.0005669462,0.0002709123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001986992,"about_ca_system_score_gemma":0.0003194411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107329,"about_ca_topic_score_gemma":0.0004657744,"domain_scores_codex":[0.9958513,0.0006699234,0.0009671116,0.0003923312,0.0009426418,0.001176626],"domain_scores_gemma":[0.9977866,0.0007838059,0.0002989865,0.0004860805,0.0003585379,0.0002860249],"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":[0.8242225,0.001605828,0.1266799,0.0007352241,0.003157632,0.0009446681,0.006211755,0.0001477247,0.01377586,0.0003974525,0.01171221,0.0104092],"study_design_scores_gemma":[0.9426311,0.00241439,0.03686385,0.0001251243,0.00129412,0.00001847674,0.01146248,0.002867458,0.0006918508,0.00004608031,0.001034537,0.0005505595],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988892,0.0002633352,0.000532023,0.000379956,0.001183302,0.007321573,0.00002326934,0.0002288192,0.001175792],"genre_scores_gemma":[0.9949948,0.0002099348,0.00009435107,0.0001377468,0.0003424895,0.0009416848,0.0002071172,0.0000660994,0.00300577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1184086,"threshold_uncertainty_score":0.9998433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228203466750805,"score_gpt":0.3019237834222885,"score_spread":0.279103436747208,"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."}}