{"id":"W4312474492","doi":"10.2139/ssrn.4244579","title":"A Science of Actionable Knowledge Research Agenda: Drawing from a Review of the Most Misguided to the Most Enlightened Claims in the Science-Policy Interface Literature","year":2022,"lang":"en","type":"review","venue":"SSRN Electronic Journal","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Science policy; Interface (matter); Political science; Data science; Engineering ethics; Epistemology; Knowledge management; Computer science; Public administration; Engineering; Philosophy","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":[0.04966616,0.001903389,0.004591276,0.02619791,0.002481767,0.01452406,0.003080637,0.00741607,0.002173233],"category_scores_gemma":[0.1231582,0.0009466814,0.001684895,0.02813497,0.0109988,0.02100135,0.005506506,0.01214094,0.00108177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007914443,"about_ca_system_score_gemma":0.02349598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006310476,"about_ca_topic_score_gemma":0.02079766,"domain_scores_codex":[0.9784582,0.01068662,0.003594039,0.001545961,0.005289996,0.0004251008],"domain_scores_gemma":[0.7884253,0.1869708,0.00752538,0.002471442,0.0131492,0.001457811],"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":[0.0001937984,0.0000986579,0.001036719,0.1406582,0.00106134,0.0005371519,0.006209176,0.001198604,0.0006798989,0.1762106,0.0900724,0.5820435],"study_design_scores_gemma":[0.00004188675,0.0001038123,0.001390596,0.175497,0.0009621932,0.0005511733,0.004687829,0.0005800655,0.000315191,0.2023657,0.6133863,0.0001181864],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001638926,0.9626744,0.002486908,0.03266538,0.001185108,0.0000317761,0.00004574091,0.00001354843,0.0007333487],"genre_scores_gemma":[0.006123454,0.9697351,0.006247382,0.01584607,0.001657677,0.0001252116,0.00006961059,0.0000202737,0.0001752868],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9503338,"threshold_uncertainty_score":0.2626628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2526185994920191,"score_gpt":0.5178825696100969,"score_spread":0.2652639701180778,"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."}}