{"id":"W4404114504","doi":"10.1186/s40900-024-00651-6","title":"Engagement of people with lived experience in studies published in high-impact psychiatry journals: meta-research review","year":2024,"lang":"en","type":"review","venue":"Research Involvement and Engagement","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; St. Joseph’s Healthcare Hamilton; McGill University; McMaster University; Jewish General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Lived experience; Public engagement; General partnership; Interpretation (philosophy); Psychology; Medicine; Medical education; Public relations; Political science; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.09288438,0.001022358,0.005128766,0.004105711,0.001306972,0.0001187426,0.001168713,0.0003873624,0.002143889],"category_scores_gemma":[0.000994412,0.0005945789,0.0005212995,0.005548872,0.0004297512,0.0004267852,0.00249327,0.009518366,0.0001680518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003401652,"about_ca_system_score_gemma":0.003913583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003679345,"about_ca_topic_score_gemma":0.00512432,"domain_scores_codex":[0.9596882,0.02562721,0.004957251,0.001727087,0.004840919,0.003159322],"domain_scores_gemma":[0.9915465,0.004233996,0.0009316939,0.001366076,0.001181571,0.0007401634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001464419,0.001433281,0.006898099,0.8608252,0.003327217,0.00008044278,0.02480382,0.00000353971,5.56451e-7,0.001207514,0.0420036,0.05927023],"study_design_scores_gemma":[0.00132202,0.001705341,0.00029152,0.4472457,0.001381703,0.000001118615,0.04193495,0.000008760137,8.214137e-7,0.0008658283,0.5046721,0.0005701878],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004407774,0.9766375,0.000001750601,0.001030157,0.0009452546,0.0161854,0.000104037,0.00003622147,0.0006519444],"genre_scores_gemma":[0.002003874,0.9759701,0.0002886253,0.0002935854,0.0002782933,0.02005531,0.000328284,0.0001181123,0.0006638031],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4626685,"threshold_uncertainty_score":0.9999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9124054504181809,"score_gpt":0.6814411115375486,"score_spread":0.2309643388806323,"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."}}