{"id":"W7117234691","doi":"10.1002/alz70858_101127","title":"Co‐creating an Outcome Measure for Social Robots in Dementia Care","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dementia; Prom; Salient; Measure (data warehouse); Outcome (game theory); Health care; Social care; Work (physics); Robot","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002676866,0.0002012641,0.0002840699,0.0001817674,0.0003744551,0.00007510532,0.0002475599,0.0001931067,0.001331968],"category_scores_gemma":[0.00003023296,0.0002285951,0.0001719485,0.0002165097,0.00004316746,0.0001557338,0.00003072355,0.0001992153,0.0001238606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002320589,"about_ca_system_score_gemma":0.00005327605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005986801,"about_ca_topic_score_gemma":0.001972485,"domain_scores_codex":[0.9983425,0.0001630624,0.0004895202,0.0004141263,0.0001617875,0.0004290029],"domain_scores_gemma":[0.9993577,0.00008406037,0.0001376885,0.0002245112,0.0001376268,0.00005844048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005124923,0.0007084043,0.6012691,0.00003964586,0.02713473,0.00001670331,0.03210074,0.00004570203,0.001132187,0.0611869,0.05199269,0.2238607],"study_design_scores_gemma":[0.007647173,0.0002832017,0.781593,0.00007287117,0.02112741,0.000003185426,0.0331425,0.00009700743,0.002854772,0.0009982941,0.151073,0.001107538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1496919,0.1716657,0.01958712,0.0061455,0.02353803,0.007394842,0.0002307102,0.001163697,0.6205825],"genre_scores_gemma":[0.996985,0.000003133814,0.0009269856,0.00122578,0.0002631692,0.0003054323,0.0001141535,0.00003166181,0.0001446453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8472931,"threshold_uncertainty_score":0.9995809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09700720037169583,"score_gpt":0.4317957001292075,"score_spread":0.3347884997575117,"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."}}