{"id":"W4408364931","doi":"10.1111/hex.70198","title":"Co‐Authoring and Reporting on Lived Experience Engagement in Mental Health and/or Substance Research: A Qualitative Study and Guidance Document","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":"Trillium Health Centre; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Mental health; Flexibility (engineering); Psychology; Qualitative research; Accountability; Transparency (behavior); Medical education; Substance use; Applied psychology; Medicine; Sociology; Computer science; Political science; Psychotherapist; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[],"category_scores_codex":[0.1140798,0.0008574479,0.001487249,0.003800979,0.01380314,0.01037707,0.003902076,0.004320497,0.004915609],"category_scores_gemma":[0.2007182,0.001304423,0.001267715,0.004172445,0.02134473,0.01149446,0.01353943,0.005674719,0.001290605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01229912,"about_ca_system_score_gemma":0.0221171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008623465,"about_ca_topic_score_gemma":0.009791237,"domain_scores_codex":[0.8314337,0.1399546,0.007342325,0.004764783,0.01117304,0.005331583],"domain_scores_gemma":[0.6507183,0.2813024,0.01670023,0.01345186,0.02500135,0.01282576],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001700078,0.00002791719,0.001066429,0.0002629219,0.000002934799,0.0004795977,0.9882187,0.00005034438,0.0003026839,0.001449491,0.0008577856,0.007264193],"study_design_scores_gemma":[0.00000891904,0.0000529254,0.0006250229,0.0007913721,0.000004056652,0.0004571569,0.9729628,0.0001529591,0.0004353425,0.001081141,0.02339143,0.00003690552],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8763588,0.003430352,0.06107899,0.0286017,0.0006399307,0.005195143,0.001069892,0.0003643431,0.02326097],"genre_scores_gemma":[0.9526939,0.002393055,0.02755238,0.00325416,0.0001079292,0.005137545,0.0003315887,0.0002743053,0.008255168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8859202,"threshold_uncertainty_score":0.6033188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7328390884732071,"score_gpt":0.6654882328204396,"score_spread":0.06735085565276755,"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."}}