{"id":"W2621882532","doi":"10.1177/2055668318775315","title":"Needs and preferences for technology among Chinese family caregivers of persons with dementia: A pilot study","year":2018,"lang":"en","type":"article","venue":"Journal of Rehabilitation and Assistive Technologies Engineering","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences; Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research; University of Toronto; Toronto Rehabilitation Institute; Consortium canadien en neurodégénérescence associée au vieillissement","keywords":"Dementia; Family caregivers; Gerontology; Ethnic group; Psychology; Population; Medicine; Family medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002598407,0.000106704,0.000269014,0.0008123796,0.00005092644,0.00001266077,0.00006454237,0.00004323977,0.000001845973],"category_scores_gemma":[0.0007885807,0.00007062279,0.0000276739,0.0004337867,0.0004529644,0.0001104217,0.00004462411,0.0001509935,5.326216e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002663623,"about_ca_system_score_gemma":0.00003651196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004799542,"about_ca_topic_score_gemma":0.000006703227,"domain_scores_codex":[0.9993595,0.00001181381,0.0002145767,0.0001132492,0.0001740369,0.0001268369],"domain_scores_gemma":[0.999014,0.0002075553,0.0001387195,0.00007741038,0.0005286417,0.00003366746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003975471,0.000220156,0.9807689,0.0001527113,0.0003197344,0.000003771639,0.0005507104,0.000002721467,0.01000225,0.00008326579,0.00001725848,0.007480963],"study_design_scores_gemma":[0.002045318,0.03735881,0.90332,0.0002186917,0.0001689489,0.00001741372,0.05563468,0.0001676298,0.0008744065,0.00008380037,0.00004287519,0.00006738276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930705,0.0003805578,0.005504488,0.0004141818,0.00002562489,0.0005013049,0.000003580584,0.00005401745,0.00004567607],"genre_scores_gemma":[0.9879637,0.00003494859,0.01193461,0.000002098697,0.00001179962,0.0000350145,4.245735e-7,0.000007421585,0.000009963675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07744887,"threshold_uncertainty_score":0.2879914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208063641412882,"score_gpt":0.276270685489175,"score_spread":0.2641900490750462,"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."}}