{"id":"W4413297975","doi":"10.1177/20552076251365066","title":"Facilitators and barriers to codesigning social robots with older adults living with dementia: A scoping review","year":2025,"lang":"en","type":"review","venue":"Digital Health","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of Alberta; Simon Fraser University; University of British Columbia","funders":"","keywords":"Dementia; Gerontology; Robot; Psychology; Assisted living; Medicine; Computer science; Artificial intelligence; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0471638,0.001871684,0.005580095,0.01959584,0.002604798,0.007483205,0.003007796,0.003762354,0.003470313],"category_scores_gemma":[0.1571934,0.001885718,0.006584576,0.01409664,0.002484614,0.006587275,0.005681377,0.002831829,0.0006578217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006142943,"about_ca_system_score_gemma":0.03981015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01323369,"about_ca_topic_score_gemma":0.032288,"domain_scores_codex":[0.9694751,0.01302953,0.009860331,0.001484022,0.005166296,0.0009846629],"domain_scores_gemma":[0.8432972,0.1266772,0.0127858,0.001500882,0.01476607,0.0009728982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001549047,0.00008165522,0.00198805,0.7332817,0.001664086,0.0002538488,0.008736844,0.0002034763,0.0001621379,0.001706841,0.003299596,0.2484669],"study_design_scores_gemma":[0.0000271722,0.00008308976,0.00167238,0.9643421,0.003964835,0.0001941938,0.003936336,0.00005213046,0.0001544781,0.0004725492,0.0250713,0.0000295607],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002965185,0.9917462,0.000683969,0.001331722,0.0002953336,0.001084854,0.0001625726,0.00001390094,0.001716279],"genre_scores_gemma":[0.01515604,0.9799708,0.001521313,0.0006102346,0.00009448962,0.002160111,0.0001762829,0.00001208189,0.0002985991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0471638,"threshold_uncertainty_score":0.249429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04007328950499489,"score_gpt":0.4212000693415262,"score_spread":0.3811267798365313,"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."}}