{"id":"W4409330152","doi":"10.1136/bmj.r647","title":"Patient and public involvement in research reporting","year":2025,"lang":"en","type":"editorial","venue":"BMJ","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Robarts Clinical Trials","funders":"","keywords":"Data science; Computer science; Medicine; World Wide Web","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":[0.1015112,0.008706086,0.01200254,0.01391166,0.01271759,0.02488663,0.01198307,0.09668185,0.02702085],"category_scores_gemma":[0.2451905,0.006992665,0.01080422,0.01008131,0.01089847,0.01250151,0.005745826,0.0587874,0.01509828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01918225,"about_ca_system_score_gemma":0.02656195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01553102,"about_ca_topic_score_gemma":0.04864679,"domain_scores_codex":[0.8936971,0.03880488,0.01852578,0.005365284,0.03949035,0.004116428],"domain_scores_gemma":[0.6250648,0.2283151,0.01898605,0.01025495,0.08856437,0.02881465],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006197843,0.00001350481,0.00003552031,0.0009243517,0.00009244769,0.00005463499,0.00004808034,0.00001542983,0.00001655621,0.0003492578,0.9951125,0.003275888],"study_design_scores_gemma":[0.0008073886,0.00009763912,0.0009481001,0.008621958,0.0009580806,0.0002399322,0.0003818347,0.0004080167,0.0001113888,0.003357375,0.9839593,0.0001090243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002464222,0.006532674,0.0001219939,0.08188669,0.9100349,0.0000636562,0.0001127638,0.00005164208,0.001171111],"genre_scores_gemma":[0.0004176905,0.005293522,0.0002123673,0.04520199,0.9451446,0.0001281288,0.0000489669,0.00004499528,0.003507818],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.8984888,"threshold_uncertainty_score":0.5368488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5067518816764807,"score_gpt":0.5743777047250692,"score_spread":0.06762582304858855,"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."}}