{"id":"W4280507866","doi":"10.1177/23337214221101266","title":"Connecting Through Conversation: A Novel Video-Feedback Intervention to Enhance Long-Term Care Aides’ Person-Centred Dementia Communication","year":2022,"lang":"en","type":"article","venue":"Gerontology and Geriatric Medicine","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Dementia; Closeness; Competence (human resources); Psychology; Conversation; Reciprocity (cultural anthropology); CLARITY; Intervention (counseling); Nonverbal communication; Test (biology); Applied psychology; Nursing; Social psychology; Developmental psychology; Medicine; Communication; Psychiatry","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":[0.00050119,0.000187143,0.0003966319,0.0001864765,0.0004964118,0.00001553791,0.0001644088,0.00007129669,0.004524411],"category_scores_gemma":[0.0002145822,0.0001769885,0.00007409826,0.0003361499,0.0001249693,0.0001240172,0.0002295185,0.0003391799,0.00002106827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717464,"about_ca_system_score_gemma":0.00006524149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003513958,"about_ca_topic_score_gemma":0.0002105977,"domain_scores_codex":[0.9981324,0.0002599208,0.0003968255,0.0004482947,0.0003870726,0.000375467],"domain_scores_gemma":[0.9989229,0.0001729875,0.0001889722,0.0003244679,0.0002284756,0.0001621328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006508521,0.001575548,0.3939308,0.002118481,0.001982036,0.0002756611,0.1694361,0.0000324162,0.01500714,0.0006626577,0.009907706,0.398563],"study_design_scores_gemma":[0.01937648,0.006401057,0.7923014,0.0005040721,0.001561336,0.0007426011,0.1692423,0.0002299544,0.001347067,0.00006484503,0.007700766,0.0005281622],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608617,0.01664589,0.007410303,0.011665,0.0003986434,0.001128118,0.000012622,0.00006232843,0.001815347],"genre_scores_gemma":[0.9964741,0.0002986146,0.0007471171,0.001195811,0.0001602726,0.0001842964,0.0003844787,0.00001700151,0.0005382595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3983706,"threshold_uncertainty_score":0.9963856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04282243515114162,"score_gpt":0.3504358848904199,"score_spread":0.3076134497392783,"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."}}