{"id":"W4413233643","doi":"10.1080/23303131.2025.2544678","title":"People with Lived Experience as Support Workers and Community Leaders: Findings from a Critical Interpretive Synthesis of the Literature and Expert Consultation","year":2025,"lang":"en","type":"article","venue":"Human Services Organizations Management Leadership & Governance","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada; Safe Engineering Services & Technologies (Canada); Government of Canada; Memorial University of Newfoundland; Wilfrid Laurier University","funders":"","keywords":"Lived experience; Psychology; Sociology; Medical education; Medicine; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000231174,0.0001977821,0.0002320102,0.00006627542,0.001630894,0.00004716744,0.000345308,0.0001040711,0.0002541999],"category_scores_gemma":[0.0003128204,0.0001559437,0.0000178903,0.0007668476,0.0003308631,0.0002887178,0.0003015737,0.0004611001,0.00001103695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001343168,"about_ca_system_score_gemma":0.0000642119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001962563,"about_ca_topic_score_gemma":0.002822417,"domain_scores_codex":[0.9981344,0.0005686556,0.0004144811,0.0003051173,0.0002726415,0.0003046623],"domain_scores_gemma":[0.9974334,0.001576185,0.0002801916,0.0003978097,0.0002311096,0.00008130161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001295801,0.0001662068,0.3875218,0.005311598,0.00007103587,0.000001440526,0.6004,0.000001884022,0.0001003041,0.005773074,0.0004175757,0.0001054948],"study_design_scores_gemma":[0.0004564158,0.00009824451,0.2890668,0.01629288,0.00008049656,3.904085e-7,0.6928025,0.00003399948,0.0003689324,0.0002770954,0.0003622698,0.0001600015],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927343,0.0005454404,0.0002628356,0.002616239,0.0001604869,0.001072781,0.00008566337,0.00004582259,0.00247639],"genre_scores_gemma":[0.9920036,0.0001977001,0.0003184574,0.005792409,0.00001642757,0.0002201144,0.00006197517,0.00001890459,0.001370415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09845497,"threshold_uncertainty_score":0.9996688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07767546322469421,"score_gpt":0.3701166472171966,"score_spread":0.2924411839925024,"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."}}