{"id":"W4406725553","doi":"10.1136/bmj.r133","title":"Dear sceptics of patient engagement in research","year":2025,"lang":"en","type":"editorial","venue":"BMJ","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glycemic Index Laboratories","funders":"","keywords":"Data science; Skepticism; Computer science; World Wide Web; Medicine; Philosophy; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.07921102,0.0045187,0.006353947,0.007370317,0.0152285,0.02745583,0.01004831,0.08780778,0.01168077],"category_scores_gemma":[0.2837108,0.003364337,0.0057881,0.005222937,0.01816174,0.0156733,0.006939624,0.0934563,0.01158806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01181945,"about_ca_system_score_gemma":0.02756321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057535,"about_ca_topic_score_gemma":0.02970579,"domain_scores_codex":[0.8939387,0.03276167,0.0133213,0.006300894,0.0489829,0.004694629],"domain_scores_gemma":[0.5751786,0.2690548,0.01904602,0.01138345,0.09318374,0.03215342],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001589493,0.00000808715,0.00002964313,0.0002806581,0.00003273835,0.0000401563,0.000102484,0.000008834199,0.00001471428,0.0006544778,0.9957395,0.003072853],"study_design_scores_gemma":[0.000125277,0.00004647719,0.0002572028,0.002849981,0.0001498752,0.0002063484,0.0005094284,0.0001462893,0.00008966251,0.004619678,0.990936,0.00006392028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003244379,0.005623342,0.0001625552,0.3149956,0.6780556,0.00002342041,0.00002865378,0.00004969293,0.001028672],"genre_scores_gemma":[0.000618742,0.003730151,0.0002934149,0.2614545,0.730034,0.000091628,0.00001673076,0.00009334924,0.003667518],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.920789,"threshold_uncertainty_score":0.4189129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4694225714137115,"score_gpt":0.5946308751624935,"score_spread":0.125208303748782,"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."}}