{"id":"W4411918910","doi":"10.58558/jcd.2025.4.1.20","title":"A Pilot Study of a Video-Based Reminiscence Therapy Utilizing Media Archives for Early-Stage Dementia","year":2025,"lang":"en","type":"article","venue":"Journal of Cognitive Intervention and Digital Health","topic":"Identity, Memory, and Therapy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Ministry of Science and ICT, South Korea; Institute for Information and Communications Technology Promotion; Ewha Womans University","keywords":"Reminiscence; Stage (stratigraphy); Dementia; Psychology; Psychotherapist; Medicine; Cognitive psychology; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006029642,0.0001203515,0.0003357088,0.0003623138,0.00008459237,0.00007719827,0.0001166165,0.00001925408,0.00006251349],"category_scores_gemma":[0.0001727294,0.0001043476,0.0001858373,0.0001228098,0.0001010199,0.0001959135,0.0000175868,0.0001486203,0.000001171705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001440799,"about_ca_system_score_gemma":0.00009783394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007857363,"about_ca_topic_score_gemma":0.0001366654,"domain_scores_codex":[0.9984932,0.0002048377,0.0007902589,0.000162209,0.0001659843,0.0001835137],"domain_scores_gemma":[0.9982018,0.0006879888,0.0007100805,0.00008206848,0.0002279757,0.00009010909],"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":[0.02411953,0.01907379,0.2279509,0.0005438484,0.001635822,0.00003405003,0.01682093,5.296666e-7,0.0001203995,0.003135816,0.0005071215,0.7060573],"study_design_scores_gemma":[0.02853278,0.04441308,0.8815707,0.003150919,0.0001055684,0.00001471883,0.03509115,0.00002666753,0.0004936144,0.005738517,0.0006605218,0.0002017475],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775336,0.002536662,0.01536194,0.0001772218,0.0007159091,0.0006030771,0.00005615104,0.000008994749,0.003006476],"genre_scores_gemma":[0.9990323,0.0001250208,0.00004377808,0.0002769933,0.00005514484,0.0000176003,0.000006097873,0.00001054582,0.000432493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7058555,"threshold_uncertainty_score":0.4255173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08468845185355212,"score_gpt":0.4180477749216145,"score_spread":0.3333593230680624,"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."}}