{"id":"W4392563409","doi":"10.1186/s40900-024-00561-7","title":"A balancing act: navigating the nuances of co-production in mental health research","year":2024,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Production (economics); Context (archaeology); Mental health; Participatory action research; Public relations; Sociology; Citizen journalism; Transformative learning; Government (linguistics); Psychology; Political science; Pedagogy; Law; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.3183765,0.002158608,0.002674786,0.01169509,0.0488556,0.06171449,0.008696795,0.0193571,0.005472035],"category_scores_gemma":[0.2683401,0.002791417,0.002589609,0.006913309,0.2902895,0.06696369,0.0681409,0.02169034,0.001461999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01980909,"about_ca_system_score_gemma":0.03499554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005099707,"about_ca_topic_score_gemma":0.006311451,"domain_scores_codex":[0.4507265,0.5069361,0.007052794,0.01283581,0.01572617,0.006722683],"domain_scores_gemma":[0.4724838,0.4604262,0.01583879,0.02864505,0.01160154,0.01100469],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000362416,0.00002902509,0.00116767,0.0003770077,0.00004742902,0.0006035985,0.7489331,0.000271835,0.0002914996,0.2332438,0.00187612,0.01312269],"study_design_scores_gemma":[0.00005125492,0.00006742654,0.0006667734,0.002221707,0.00005357896,0.000895198,0.3440412,0.0008572054,0.000431641,0.5572373,0.09336706,0.0001097215],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1203091,0.02661711,0.2838974,0.3788843,0.00310412,0.001436197,0.0001033363,0.0005979819,0.1850505],"genre_scores_gemma":[0.9220096,0.003650691,0.05459012,0.01343712,0.0005907293,0.001571385,0.00004876297,0.0003449034,0.00375656],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9511444,"threshold_uncertainty_score":0.8405632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6694330486136583,"score_gpt":0.5873558793877768,"score_spread":0.08207716922588149,"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."}}