{"id":"W3205246920","doi":"10.1109/thms.2021.3112957","title":"Assistant Robot Enhances the Perceived Communication Quality of People With Dementia: A Proof of Concept","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Human-Machine Systems","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"China Scholarship Council","keywords":"Robot; Dementia; Psychology; Applied psychology; Perception; Human–computer interaction; Humanoid robot; Computer science; Social isolation; Medicine; Artificial intelligence","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":[0.00145728,0.0006458323,0.0003633354,0.0003364235,0.0002307944,0.0004151638,0.0005334477,0.0005389092,0.002932561],"category_scores_gemma":[0.002102902,0.000198697,0.0005964419,0.00007788574,0.0004884874,0.0007584713,0.0007960477,0.0003959697,0.0002007025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001437009,"about_ca_system_score_gemma":0.0003709564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004263491,"about_ca_topic_score_gemma":0.0003601119,"domain_scores_codex":[0.9995592,0.0001921123,0.00002869,0.00005943199,0.0001006521,0.00005986985],"domain_scores_gemma":[0.9988965,0.0006368975,0.00009207793,0.00005165814,0.0001883021,0.0001346619],"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":[0.01665023,0.03263042,0.0199914,0.00699921,0.0004865499,0.00104866,0.005960624,0.001811945,0.6279565,0.001019972,0.002114937,0.2833295],"study_design_scores_gemma":[0.00613072,0.3957492,0.2000988,0.0006520353,0.002229733,0.002549506,0.007445735,0.01542875,0.3527717,0.0009286923,0.01575418,0.000260947],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990044,0.0004168423,0.007671855,0.0001359202,0.00006819445,0.0005394244,0.00006968698,0.000112752,0.0009413272],"genre_scores_gemma":[0.9692217,0.0005464643,0.02782681,0.0001343108,0.00002921671,0.0008782267,0.00008168843,0.00001622231,0.001265277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002932561,"threshold_uncertainty_score":0.009810328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07426700498940422,"score_gpt":0.391807135004039,"score_spread":0.3175401300146348,"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."}}