{"id":"W4399984460","doi":"10.3389/frdem.2024.1422820","title":"A critical reflection on using the Patient Engagement In Research Scale (PEIRS) to evaluate patient and family partners' engagement in dementia research","year":2024,"lang":"en","type":"article","venue":"Frontiers in Dementia","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Vancouver Foundation","keywords":"Fieldnotes; Reflexivity; Psychology; Thematic analysis; Dementia; Scale (ratio); Medical education; Confidentiality; Applied psychology; Qualitative research; Medicine; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09032004,0.001434769,0.001087301,0.001906362,0.006935426,0.006413938,0.003106188,0.006163875,0.001956377],"category_scores_gemma":[0.2032599,0.001233482,0.002203173,0.001104929,0.009200347,0.006664009,0.01025333,0.01581571,0.001209678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005510576,"about_ca_system_score_gemma":0.01079392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500908,"about_ca_topic_score_gemma":0.002650284,"domain_scores_codex":[0.8117197,0.1617514,0.009722584,0.003740363,0.009599137,0.00346675],"domain_scores_gemma":[0.7530491,0.166702,0.01209681,0.01233751,0.04560702,0.0102076],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002314242,0.0005055618,0.008326034,0.001783538,0.00007496732,0.002953482,0.7895891,0.0003458248,0.009272607,0.002490167,0.05487138,0.129556],"study_design_scores_gemma":[0.0001985149,0.002149504,0.009929109,0.005508683,0.0001206472,0.008676125,0.6613586,0.002039856,0.01816242,0.009907369,0.2813683,0.0005808302],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.463062,0.003441378,0.1411209,0.3472557,0.0101015,0.0125807,0.0006098952,0.001498705,0.02032928],"genre_scores_gemma":[0.7133843,0.003783718,0.2029092,0.0509504,0.001769341,0.01747979,0.0002680485,0.000660001,0.008795247],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9096799,"threshold_uncertainty_score":0.4776638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.589284398100924,"score_gpt":0.592835457192462,"score_spread":0.003551059091537967,"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."}}