{"id":"W4406614258","doi":"10.1111/hex.70152","title":"Best Practices Guidelines for the Engagement of People With Lived Experience and Family Members in Mental Health and Substance Use Health Research: A Modified Delphi Consensus Study","year":2025,"lang":"en","type":"article","venue":"Health Expectations","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Centre of Excellence for Child and Youth Mental Health; Trillium Health Centre; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"CLARITY; Mental health; Delphi method; Likert scale; Psychology; Medical education; Applied psychology; Rating scale; Qualitative research; Social psychology; Medicine; Psychiatry; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3904881,0.002164753,0.001910862,0.00772764,0.007784593,0.006308688,0.006298157,0.004611391,0.003783077],"category_scores_gemma":[0.2951125,0.002628345,0.004570227,0.004547333,0.008820397,0.006378497,0.01957925,0.005802681,0.001732014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01441586,"about_ca_system_score_gemma":0.06828159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007962153,"about_ca_topic_score_gemma":0.0107105,"domain_scores_codex":[0.5314456,0.3972297,0.03390282,0.007117976,0.02227879,0.008025135],"domain_scores_gemma":[0.6607741,0.1937289,0.01644623,0.01911066,0.09958591,0.01035429],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006570308,0.0008515253,0.007785268,0.01214213,0.0003015495,0.001715204,0.6823423,0.003049456,0.00668534,0.01420189,0.02134343,0.2489249],"study_design_scores_gemma":[0.001038676,0.002551726,0.01532699,0.03516955,0.0003864344,0.002015177,0.6427753,0.01079899,0.007347202,0.04963234,0.2319914,0.000966215],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2543363,0.006066354,0.3861749,0.04242708,0.002129685,0.2677132,0.001373469,0.0007004293,0.03907853],"genre_scores_gemma":[0.2792636,0.003003889,0.5601692,0.003766946,0.0001463325,0.150022,0.0006425743,0.0001848638,0.002800508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6095119,"threshold_uncertainty_score":0.7516367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.845886973718089,"score_gpt":0.6242302966979804,"score_spread":0.2216566770201086,"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."}}