{"id":"W2034430900","doi":"10.1016/j.jcomdis.2013.01.004","title":"Quantitative analysis of formal caregivers’ use of communication strategies while assisting individuals with moderate and severe Alzheimer's disease during oral care","year":2013,"lang":"en","type":"article","venue":"Journal of Communication Disorders","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Toronto Rehabilitation Institute; University of Toronto","funders":"Canadian Institutes of Health Research; Alzheimer Society","keywords":"Observational study; Psychology; Disease; Task (project management); Coding (social sciences); Variety (cybernetics); Activities of daily living; Caregiver burden; Medicine; Dementia; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002815637,0.0001132573,0.0003869039,0.000438668,0.0001647466,0.00007921479,0.0002131813,0.00003485544,0.00006197982],"category_scores_gemma":[0.0000881149,0.00009046907,0.0001192735,0.0004507984,0.0002749834,0.001351687,0.0001327295,0.0002212878,3.494773e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002999129,"about_ca_system_score_gemma":0.0001816405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003925604,"about_ca_topic_score_gemma":0.0002726731,"domain_scores_codex":[0.9985672,0.0003110355,0.0004736784,0.00008393699,0.0004225059,0.0001417037],"domain_scores_gemma":[0.9971534,0.0002565836,0.0007280178,0.0004074879,0.001338757,0.0001157683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001360422,0.0003503294,0.9709426,0.0001504758,0.004358782,0.000002107392,0.01108143,0.00569097,0.0002804212,0.000470068,0.00003308853,0.005279277],"study_design_scores_gemma":[0.001783439,0.0004131266,0.9331986,0.0003092339,0.002510418,0.000005237855,0.05769174,0.003652952,0.0001805626,0.0001367264,0.00002539401,0.00009258607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944319,0.003606892,0.0005131101,0.0005103906,0.000003348367,0.0003241551,0.00002474692,0.000005369951,0.0005801566],"genre_scores_gemma":[0.9935628,0.001728377,0.004570737,0.00001480222,0.00000164793,0.00001306703,0.00008618904,0.00001005031,0.00001238809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0466103,"threshold_uncertainty_score":0.3689221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04054771927668116,"score_gpt":0.3247398470548623,"score_spread":0.2841921277781811,"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."}}