{"id":"W4411382231","doi":"10.1186/s40900-025-00745-9","title":"The ultimate power play in research - partnering with patients, partnering with power","year":2025,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; St. Michael's Hospital; Western University; Canadian Arthritis Patient Alliance; Canadian Patient Safety Institute; Vale (Canada); Vancouver Coastal Health Research Institute; Canadian Institutes of Health Research; Vancouver Coastal Health; Research Canada; University of British Columbia; Kingston Health Sciences Centre; Ontario Stroke Network","funders":"Institute of Musculoskeletal Health and Arthritis; Canadian Institutes of Health Research; Arthritis Society","keywords":"Tokenism; Power (physics); Public relations; Agency (philosophy); General partnership; Public health; Health care; Diversity (politics); Business; Political science; Medicine; Sociology; Nursing","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":[0.05637785,0.000664309,0.0008321512,0.001589541,0.01703856,0.02125277,0.002394215,0.00527752,0.007411281],"category_scores_gemma":[0.06233488,0.0006060179,0.000937562,0.001522224,0.06351162,0.02165529,0.02196644,0.0119677,0.001445063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005815762,"about_ca_system_score_gemma":0.01487791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623204,"about_ca_topic_score_gemma":0.001721243,"domain_scores_codex":[0.8768083,0.1070992,0.002533067,0.003126444,0.005566698,0.004866291],"domain_scores_gemma":[0.907081,0.05747001,0.007399239,0.004459487,0.005077995,0.01851218],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008471295,0.00009283052,0.007697869,0.0005372482,0.00005934284,0.001587065,0.7321458,0.000179164,0.0005329087,0.1957014,0.017647,0.0437347],"study_design_scores_gemma":[0.00004765052,0.0001697729,0.002023123,0.001652146,0.00004790206,0.003826137,0.5551378,0.0002638859,0.0004941739,0.1655173,0.2707194,0.000100774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1669903,0.02479716,0.04327933,0.5602367,0.004475981,0.0003699445,0.0001610282,0.000257362,0.1994323],"genre_scores_gemma":[0.9586402,0.004853294,0.005509918,0.0244745,0.0007610015,0.0003034029,0.00004838694,0.0001082046,0.005301209],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9436222,"threshold_uncertainty_score":0.2981582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5394933575042091,"score_gpt":0.5331084851757216,"score_spread":0.006384872328487501,"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."}}