{"id":"W7117315285","doi":"10.1002/alz70858_104572","title":"Ensuring that the voices of patients, care partners, and equity‐seeking communities are heard; a lived experience account","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":"Alzheimer Society of Canada","funders":"Heart and Stroke Foundation of Canada","keywords":"Equity (law); Health equity; Health care; Guardian; Dementia; Public health; Literacy; Health literacy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0221056,0.0008656168,0.0008336135,0.000979598,0.03738227,0.01915889,0.003631836,0.005980512,0.009752098],"category_scores_gemma":[0.02160573,0.001065308,0.000752056,0.0008208339,0.04184661,0.02225169,0.03562211,0.0221615,0.00284251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008841403,"about_ca_system_score_gemma":0.02774051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01097452,"about_ca_topic_score_gemma":0.02044622,"domain_scores_codex":[0.9768825,0.01622785,0.0004486678,0.0008508866,0.0020662,0.003523857],"domain_scores_gemma":[0.9647436,0.007301117,0.001479548,0.001919726,0.002613358,0.02194268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003550814,0.0002140819,0.001764967,0.0002028433,0.00001668832,0.001421849,0.8177133,0.0001016908,0.0008084413,0.02098435,0.1281303,0.02860592],"study_design_scores_gemma":[0.000009820881,0.00006925102,0.0006634241,0.0004616737,0.00001057415,0.001027629,0.6334774,0.00007948495,0.000257228,0.00900978,0.3548762,0.00005764175],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1063053,0.01493287,0.01516702,0.6828122,0.009911756,0.0005998077,0.0002408941,0.0006309986,0.1693993],"genre_scores_gemma":[0.7954457,0.01200636,0.01198034,0.09839867,0.002575918,0.001080421,0.0002014106,0.0006678827,0.07764331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03738227,"threshold_uncertainty_score":0.116907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07807797498168965,"score_gpt":0.3750340397147142,"score_spread":0.2969560647330245,"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."}}