{"id":"W3080506355","doi":"10.1186/s12961-020-00613-w","title":"Engaged scholarship and public policy decision-making: a scoping review","year":2020,"lang":"en","type":"review","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Mount Saint Vincent University; Nova Scotia Health Authority; Dalhousie University","funders":"National Medical Research Council; National Health and Medical Research Council; Canada Research Chairs; European Commission; Canadian Cancer Society","keywords":"Coproduction; Public relations; Scholarship; Health services research; Public policy; Context (archaeology); Engaged scholarship; Government (linguistics); Public health; Health policy; CLARITY; Political science; Public engagement; Corporate governance; Medicine; Business; Nursing","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":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","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"],"consensus_categories":[],"category_scores_codex":[0.04457726,0.00171588,0.004544297,0.02483176,0.0025853,0.009934974,0.003015002,0.006548888,0.005188041],"category_scores_gemma":[0.1301634,0.001412808,0.003257615,0.03076013,0.004366688,0.00864037,0.005215619,0.004194722,0.001238417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01028602,"about_ca_system_score_gemma":0.05449186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00932508,"about_ca_topic_score_gemma":0.01472131,"domain_scores_codex":[0.9645788,0.02044302,0.006697336,0.001411171,0.005963418,0.0009063127],"domain_scores_gemma":[0.8340726,0.1410728,0.007957303,0.002586223,0.01308023,0.001230847],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008121118,0.000091916,0.0006092899,0.4757829,0.0009225099,0.0002155139,0.002722032,0.0006291745,0.000182481,0.02126886,0.01626479,0.4812293],"study_design_scores_gemma":[0.00001952775,0.0000467411,0.0005967105,0.8608984,0.0007815801,0.0001657427,0.001546673,0.0001130873,0.0001010277,0.005576813,0.1301274,0.00002625393],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001406376,0.9960505,0.0004163057,0.001733786,0.0002870246,0.0001497658,0.00003789569,0.000007063577,0.001177101],"genre_scores_gemma":[0.002773563,0.9951819,0.0008779019,0.0004832576,0.000137308,0.0003579372,0.00005466225,0.00000458977,0.0001289955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9554228,"threshold_uncertainty_score":0.2357499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9591513989388354,"score_gpt":0.8101027019857778,"score_spread":0.1490486969530576,"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."}}