{"id":"W4396218916","doi":"10.1145/3637381","title":"Opportunities in Mental Health Support for Informal Dementia Caregivers Suffering from Verbal Agitation","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Dementia; Psychology; Mental health; Psychiatry; Nonverbal communication; Psychotherapist; Clinical psychology; Developmental psychology; Medicine; Disease","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":[0.004670358,0.0008174661,0.0002470901,0.0004175554,0.002870593,0.002347384,0.001133528,0.001196621,0.004948357],"category_scores_gemma":[0.01000592,0.0004240284,0.0006370361,0.0002227867,0.001523801,0.002188568,0.004461241,0.0009883661,0.0007148294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006630765,"about_ca_system_score_gemma":0.001652326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005287966,"about_ca_topic_score_gemma":0.002252201,"domain_scores_codex":[0.9962907,0.002933034,0.0001153101,0.0001038561,0.0001446092,0.0004124939],"domain_scores_gemma":[0.9952225,0.002714742,0.0003462007,0.0003130834,0.0002526238,0.001150955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001299151,0.002571586,0.03699022,0.002357642,0.00006830657,0.005814949,0.5191547,0.0009343255,0.01790476,0.005136968,0.01420937,0.393558],"study_design_scores_gemma":[0.0005919043,0.006600259,0.03816579,0.002400821,0.0003423952,0.006042568,0.7108963,0.003437784,0.01043763,0.01522753,0.2055577,0.0002993684],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931223,0.001525238,0.0301668,0.007784941,0.0003428645,0.0008410916,0.0001098097,0.0007877797,0.02721829],"genre_scores_gemma":[0.9662871,0.000496775,0.02915023,0.0006743027,0.00004415849,0.0005861947,0.00004786159,0.00004071276,0.002672678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004948357,"threshold_uncertainty_score":0.02469945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08294483648772898,"score_gpt":0.3798776815137688,"score_spread":0.2969328450260398,"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."}}