{"id":"W4412908979","doi":"10.1044/2025_persp-25-00022","title":"Evaluation of Reminiscence Therapy on Language Outcomes Among People With Dementia","year":2025,"lang":"en","type":"article","venue":"Perspectives of the ASHA Special Interest Groups","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Reminiscence; Psychology; Gerontology; Medicine; Psychotherapist; Cognitive psychology; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002922288,0.0004765027,0.000810126,0.0005652056,0.0006788947,0.0005064718,0.0003904473,0.0004273118,0.001336943],"category_scores_gemma":[0.006139413,0.0001736271,0.0009258094,0.0003578276,0.0002847225,0.0004510811,0.0005531001,0.0005831884,0.0002114892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005903519,"about_ca_system_score_gemma":0.001086842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001919781,"about_ca_topic_score_gemma":0.003248814,"domain_scores_codex":[0.9989504,0.0005083171,0.0001473606,0.00007712872,0.0001856001,0.0001312603],"domain_scores_gemma":[0.998045,0.0006087744,0.0005505871,0.00006256466,0.0003173419,0.0004157485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.06859399,0.04173229,0.4317593,0.003403113,0.001786678,0.0004080852,0.01110708,0.0004899538,0.003807544,0.0001382993,0.0009916968,0.4357819],"study_design_scores_gemma":[0.006837096,0.1261425,0.8584409,0.0004393282,0.001110768,0.0001900493,0.003151946,0.0004778368,0.001714885,0.0001833205,0.001261697,0.00004957388],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987414,0.0003936635,0.00003557459,0.00004633518,0.000008029057,0.0001949144,0.00006025263,0.000004358634,0.0005155487],"genre_scores_gemma":[0.9985647,0.0003260385,0.0002306005,0.00004456407,0.00001152242,0.0005125005,0.00009368789,7.385484e-7,0.0002156453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002922288,"threshold_uncertainty_score":0.01545471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02801380453867107,"score_gpt":0.3548163956295098,"score_spread":0.3268025910908387,"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."}}