{"id":"W4320060037","doi":"10.1145/3560905.3568074","title":"AI Therapist for Daily Functioning Assessment and Intervention Using Smart Home Devices","year":2022,"lang":"en","type":"article","venue":"","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health","funders":"","keywords":"Conversation; Converse; Human–computer interaction; Psychological intervention; Home automation; Computer science; Rubric; Intervention (counseling); Applied psychology; Robot; Psychology; Multimedia; Artificial intelligence; Communication","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":[0.0005442597,0.0005107647,0.0002527907,0.0002821747,0.000299485,0.0005292272,0.0006778212,0.0007043869,0.01303802],"category_scores_gemma":[0.001264734,0.000156475,0.0003088276,0.00009524074,0.0003073426,0.0006066267,0.001036464,0.0005078604,0.004606906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001577834,"about_ca_system_score_gemma":0.0003841937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004900388,"about_ca_topic_score_gemma":0.0008651909,"domain_scores_codex":[0.9997043,0.00009628577,0.00002253079,0.00006099726,0.00008402439,0.00003185273],"domain_scores_gemma":[0.9996493,0.0001236269,0.00002744629,0.00004211271,0.0000574953,0.0001001183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009141611,0.001763971,0.01321787,0.0007246645,0.00007169077,0.002326669,0.002899803,0.001883524,0.163523,0.00324738,0.04884689,0.7605804],"study_design_scores_gemma":[0.001583915,0.007927168,0.1115763,0.00116989,0.0004624794,0.0232151,0.005140115,0.1908862,0.1862085,0.01853734,0.4526877,0.0006053155],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1858422,0.001603248,0.7307189,0.003968483,0.0006191516,0.001931995,0.0009354984,0.02277726,0.0516034],"genre_scores_gemma":[0.5868202,0.0008354776,0.3845849,0.00161386,0.000142588,0.001649128,0.0003816074,0.000349694,0.02362251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01303802,"threshold_uncertainty_score":0.04361647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06753261902609024,"score_gpt":0.3915179433762858,"score_spread":0.3239853243501956,"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."}}