{"id":"W4361301306","doi":"10.1016/j.envsci.2023.03.004","title":"A research agenda for the science of actionable knowledge: Drawing from a review of the most misguided to the most enlightened claims in the science-policy interface literature","year":2023,"lang":"en","type":"review","venue":"Environmental Science & Policy","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Global Change Institute, University of the Witwatersrand, Johannesburg; University of Toronto Scarborough; Social Sciences and Humanities Research Council of Canada; Office of Science; University of Toronto; U.S. Department of Energy","keywords":"Leverage (statistics); Construct (python library); Science policy; Centrality; Sociology of scientific knowledge; Intermediary; Corporate governance; Blueprint; Interface (matter); Set (abstract data type); Sociology; Knowledge management; Engineering ethics; Political science; Public relations; Computer science; Social science; Business; Public administration","routes":{"ca_aff":true,"ca_fund":true,"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":["bibliometrics","sts","open_science"],"consensus_categories":["sts"],"category_scores_codex":[0.01598661,0.0005146126,0.0008244168,0.0005233435,0.003373957,0.0004133521,0.01189815,0.0001468065,0.0001652843],"category_scores_gemma":[0.004988996,0.0002426068,0.0003787651,0.02756695,0.01844204,0.0008886422,0.00540306,0.0009809126,0.0001536512],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005793905,"about_ca_system_score_gemma":0.003355051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004249495,"about_ca_topic_score_gemma":0.0004335251,"domain_scores_codex":[0.9912291,0.0006265444,0.001103772,0.001528692,0.003804801,0.001707138],"domain_scores_gemma":[0.9946297,0.001697705,0.0006777986,0.002670723,0.00009073488,0.000233333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008838393,0.0012207,0.0001370175,0.01565766,0.00007535944,0.00001062764,0.1407232,0.0008005532,0.01792871,0.004718441,0.01577086,0.8028685],"study_design_scores_gemma":[0.0002639903,0.0002141458,0.00308405,0.02334369,0.0001238047,0.00003313856,0.01675641,0.0002295675,0.00283176,0.001681061,0.9508182,0.0006201474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02593518,0.9457082,0.000008552142,0.01408887,0.0006609866,0.00973981,0.0009031309,0.00002664419,0.002928647],"genre_scores_gemma":[0.03277362,0.9634411,0.00007330849,0.0009834103,0.0003577718,0.001114228,0.00001109371,0.00004672155,0.001198719],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9350474,"threshold_uncertainty_score":0.9980227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09555330120299545,"score_gpt":0.4289147374259141,"score_spread":0.3333614362229187,"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."}}