{"id":"W2960959865","doi":"10.1145/3332169.3333569","title":"A multimodal affective computing approach for children companion robots","year":2019,"lang":"en","type":"article","venue":"","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Multimodal therapy; Human–computer interaction; Multimodal interaction; Robot; Affective computing; Multimodality; Human–robot interaction; Artificial intelligence; Psychology; World Wide Web; Psychotherapist","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":[0.0001197705,0.0001058337,0.0001780527,0.00005240352,0.00008292304,0.00002502141,0.00009807623,0.00009629429,0.001324489],"category_scores_gemma":[0.00001381223,0.00009710203,0.000118575,0.00007251395,0.00001722206,0.00005093344,0.00002595397,0.0001301437,0.0007434827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003869212,"about_ca_system_score_gemma":0.000007626491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004036814,"about_ca_topic_score_gemma":0.000006153545,"domain_scores_codex":[0.9992316,0.00006528448,0.0001306134,0.0002810039,0.00007198515,0.0002195301],"domain_scores_gemma":[0.9995117,0.0001790119,0.0000676745,0.0001457201,0.0000498665,0.00004606994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008573623,0.002665354,0.6051105,0.00005413678,0.0012527,0.000001228304,0.02229079,0.009988024,0.001744453,0.1908033,0.07692301,0.08830921],"study_design_scores_gemma":[0.003552626,0.0002282933,0.9538509,0.000009504975,0.00002507832,0.00002091278,0.003559929,0.03756308,0.0001336705,0.0001228969,0.0006241904,0.000308912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5408686,0.00001901708,0.2487259,0.0001031109,0.001533096,0.001427866,0.000006765722,0.0002151392,0.2071005],"genre_scores_gemma":[0.9849934,1.560807e-7,0.009048799,0.0004113927,0.0002730872,0.00002755418,0.00005660552,0.00001977031,0.005169247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4441248,"threshold_uncertainty_score":0.9995884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718080903772518,"score_gpt":0.3513364102059724,"score_spread":0.3241556011682473,"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."}}