{"id":"W2904452738","doi":"10.1186/s12961-018-0393-y","title":"Getting evidence to travel inside public systems: what organisational brokering capacities exist for evidence-based policy?","year":2018,"lang":"en","type":"letter","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; École Nationale d'Administration Publique; Centre Hospitalier de l’Université de Montréal; Université Laval","funders":"Université Laval","keywords":"Public health; Health services research; Health administration; Health policy; Social policy; Public policy; Public relations; Public health policy; Evidence-based policy; Evidence-based practice; Healthcare policy; Public administration; Public economics; Medicine; Business; Political science; Health care reform; Nursing; Economics; Economic growth; Alternative medicine","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":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.05741842,0.0008304936,0.00183115,0.005330421,0.00876704,0.001933907,0.001580998,0.001398859,0.00006128057],"category_scores_gemma":[0.1066214,0.0007818768,0.0001580508,0.00340661,0.00121438,0.002600071,0.0005785716,0.00462318,0.0005400019],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01106228,"about_ca_system_score_gemma":0.07437714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1018897,"about_ca_topic_score_gemma":0.001667549,"domain_scores_codex":[0.9611197,0.0202088,0.004430128,0.001939959,0.005099042,0.007202345],"domain_scores_gemma":[0.9150324,0.0717867,0.002020242,0.001736176,0.006520665,0.002903801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000592853,0.00001077905,0.0002198649,0.037966,0.00003153744,0.000009662998,0.02410829,0.00001155861,0.00008445524,0.00781431,0.9289929,0.0006914075],"study_design_scores_gemma":[0.0007295634,0.0008451716,0.000543593,0.03730417,0.00000792132,0.00003607869,0.0302894,0.0007929238,0.0000114768,0.000345956,0.9284504,0.0006433561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002220736,0.004716875,0.002478209,0.9699047,0.002757191,0.01600829,0.001193984,0.0002078788,0.0005121797],"genre_scores_gemma":[0.0346842,0.002533488,0.0006066205,0.8833412,0.05786968,0.01241346,0.000143291,0.0002543319,0.00815375],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1002221,"threshold_uncertainty_score":0.9998975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9417349317281832,"score_gpt":0.716445639279713,"score_spread":0.2252892924484702,"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."}}