{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001194555,0.0008426002,0.0006975337,0.0004504152,0.0009430701,0.0003826996,0.0003301789,0.0006945861,0.002627735],"category_scores_gemma":[0.001387868,0.0003082511,0.0007029096,0.0001278927,0.0007000206,0.0003656764,0.0008021348,0.0008021574,0.0006363025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002180669,"about_ca_system_score_gemma":0.0004803348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004775522,"about_ca_topic_score_gemma":0.001053522,"domain_scores_codex":[0.9996023,0.0001591435,0.000023779,0.00005659176,0.00006892484,0.0000893648],"domain_scores_gemma":[0.9993269,0.0001671203,0.00007719488,0.00006395947,0.0001769452,0.0001879334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.04055952,0.2221965,0.1756155,0.005553575,0.0005522078,0.01225055,0.09762629,0.0007721733,0.2299355,0.0003893156,0.004518034,0.2100309],"study_design_scores_gemma":[0.004596092,0.4851773,0.4336115,0.0002182148,0.000538059,0.004732999,0.04666812,0.0009597457,0.01560216,0.0003520201,0.0073711,0.0001727223],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988571,0.00005771642,0.0002166477,0.00001905814,0.00001267842,0.0004788694,0.00003427976,0.000006640367,0.0003171492],"genre_scores_gemma":[0.9940585,0.0002665309,0.001569602,0.0001574039,0.00005309441,0.002676596,0.00008877448,0.000003688703,0.001125788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002627735,"threshold_uncertainty_score":0.008790612,"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."}}