{"id":"W7106271834","doi":"10.5281/zenodo.17677426","title":"The Role of Bureaucracy and Expertise in Shaping National Policy Agendas","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Policy Transfer and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Bureaucracy; Politics; Public policy; Control (management); Policy analysis; National Policy","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":[],"consensus_categories":[],"category_scores_codex":[0.02960104,0.0003810332,0.0007377965,0.005898387,0.00820471,0.0122973,0.001273774,0.002896373,0.005156012],"category_scores_gemma":[0.04522601,0.0005082297,0.0005568253,0.004394589,0.03178096,0.01103744,0.008633229,0.003849632,0.0004781764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01406512,"about_ca_system_score_gemma":0.01799722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008651495,"about_ca_topic_score_gemma":0.009998064,"domain_scores_codex":[0.9771179,0.01272539,0.0009989723,0.001599831,0.003739812,0.003818188],"domain_scores_gemma":[0.9314521,0.05452555,0.005314755,0.003065787,0.003216081,0.002425765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002457623,0.0000390863,0.00517469,0.0001455919,0.00002970037,0.0001625759,0.009863536,0.003656683,0.0002529378,0.9570445,0.001158521,0.02244757],"study_design_scores_gemma":[0.00003455923,0.0000401779,0.01267513,0.0008058933,0.00002988371,0.0001029482,0.01318792,0.003169196,0.0004511715,0.912206,0.05723982,0.00005737484],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2350958,0.008862249,0.06411527,0.06254667,0.0003618203,0.0001556624,0.0001017645,0.00009631226,0.6286644],"genre_scores_gemma":[0.9905595,0.001603987,0.003691501,0.00105556,0.0001479174,0.00006886078,0.00001683581,0.00003161775,0.002824374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02960104,"threshold_uncertainty_score":0.1565471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04405797520126302,"score_gpt":0.3399758760690487,"score_spread":0.2959179008677857,"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."}}