{"id":"W4392568813","doi":"10.2196/52443","title":"Positive Emotional Responses to Socially Assistive Robots in People With Dementia: Pilot Study","year":2024,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Dementia; Psychology; Robot; Applied psychology; Gerontology; Computer science; Medicine; Artificial intelligence; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004529751,0.000138004,0.000192375,0.0004088483,0.0001015142,0.0001074323,0.00006306601,0.00001637153,0.000385882],"category_scores_gemma":[0.00004871,0.0001126416,0.00003311733,0.0006615478,0.00003130011,0.000125496,0.00009075738,0.0002403018,0.0001071654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001970288,"about_ca_system_score_gemma":0.0004368392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001057329,"about_ca_topic_score_gemma":0.0003791335,"domain_scores_codex":[0.9983838,0.0001542979,0.0001672745,0.0003782745,0.0005839781,0.0003323549],"domain_scores_gemma":[0.9994552,0.0001600149,0.00001753319,0.00009612435,0.0001493696,0.0001218315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001533887,0.001547797,0.9864554,0.00007421974,0.0003964112,0.001090698,0.002441699,0.000006389727,0.001621206,0.0001369851,0.0005923525,0.004102907],"study_design_scores_gemma":[0.001372091,0.005017891,0.9903628,0.0005821349,0.0001024767,0.00002618631,0.002008064,0.00006875052,0.0002306194,0.00002843698,0.00007732282,0.0001232092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882212,0.00009501219,0.00126361,0.003257819,0.00005856896,0.001605734,0.00001101076,0.00007339771,0.005413689],"genre_scores_gemma":[0.9961375,0.000002692279,0.0003062227,0.0003578098,0.0001096337,0.0003377022,0.00001896401,0.00002415211,0.002705303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007916362,"threshold_uncertainty_score":0.4593391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575214717628616,"score_gpt":0.3607167671728612,"score_spread":0.334964619996575,"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."}}