{"id":"W7117298368","doi":"10.1002/alz70858_101681","title":"Forward With Dementia: Co‐designing resources adapted for the Chinese, South Asian and Italian communities","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University of Waterloo","funders":"","keywords":"South asia; Government (linguistics); Global South; Dementia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007263077,0.001252904,0.0004910841,0.001679836,0.003324526,0.002452236,0.001754547,0.0007154529,0.006189422],"category_scores_gemma":[0.01249165,0.0005149846,0.0008366729,0.001077675,0.001983734,0.002048075,0.004973338,0.001117292,0.0009174866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004494085,"about_ca_system_score_gemma":0.0127774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01499771,"about_ca_topic_score_gemma":0.04769081,"domain_scores_codex":[0.9958314,0.00274183,0.0002028719,0.0003213491,0.0003813694,0.0005211352],"domain_scores_gemma":[0.9933859,0.00295071,0.0003140038,0.0004896508,0.001187509,0.001672235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001095035,0.002876842,0.01877743,0.006610941,0.00009426736,0.005503548,0.518684,0.001296569,0.009740487,0.004570818,0.04317031,0.3875798],"study_design_scores_gemma":[0.001065364,0.002643601,0.05073253,0.003504761,0.000639444,0.003121153,0.3336084,0.002412148,0.01221398,0.004717117,0.5849088,0.0004325989],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8692936,0.001170564,0.03200521,0.003200742,0.0004419769,0.02468808,0.001538759,0.001090071,0.06657097],"genre_scores_gemma":[0.6051766,0.001878112,0.3318099,0.001245814,0.00008075143,0.03490666,0.001854367,0.0005466123,0.0225012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01499771,"threshold_uncertainty_score":0.03841132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334592355841768,"score_gpt":0.3043516363398396,"score_spread":0.2810057127814219,"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."}}