{"id":"W4390201137","doi":"10.1002/alz.077949","title":"Co‐production in the PREVENT Next Generation Study: methodology and outcomes","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"3v Geomatics (Canada)","funders":"","keywords":"Work (physics); Public relations; Production (economics); Public health; Inclusion (mineral); Focus group; Political science; Psychology; Medical education; Engineering; Business; Medicine; Marketing; Nursing; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1948473,0.001267454,0.001792263,0.002879931,0.005495176,0.005582648,0.003051813,0.002679065,0.01653582],"category_scores_gemma":[0.2320563,0.001447039,0.001812038,0.003152414,0.00501452,0.003823383,0.009354193,0.003496382,0.004896852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005775258,"about_ca_system_score_gemma":0.02224631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002661415,"about_ca_topic_score_gemma":0.003392396,"domain_scores_codex":[0.8006486,0.17199,0.006689521,0.004494211,0.01202778,0.004149804],"domain_scores_gemma":[0.7483666,0.1577478,0.01636137,0.02935918,0.0412585,0.006906588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.02292664,0.0278453,0.1150803,0.02247411,0.0008041296,0.002151453,0.2080247,0.002581418,0.002080009,0.04331922,0.05798773,0.4947251],"study_design_scores_gemma":[0.01806118,0.07893252,0.1823514,0.03068039,0.001739966,0.002050424,0.2651354,0.008340005,0.01618103,0.07480537,0.3207918,0.0009306034],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.3123188,0.002030562,0.08696754,0.005842324,0.001353481,0.5553136,0.006503285,0.0004054029,0.02926494],"genre_scores_gemma":[0.1505465,0.0004305038,0.07280892,0.001533868,0.0001814721,0.7691388,0.0008447138,0.000139128,0.004376099],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1948473,"threshold_uncertainty_score":0.9928966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6175978853154185,"score_gpt":0.5158783937422511,"score_spread":0.1017194915731674,"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."}}