{"id":"W792878854","doi":"","title":"Networks, Innovation and Public Policy: Politicians, Bureaucrats and the Pathways to Change Inside Government","year":2012,"lang":"en","type":"article","venue":"˜The œinnovation journal","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); CLARION; Directive; Public sector; Public policy; Workforce; Public relations; Public administration; Political science; Sociology; Economics; Economic growth; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007360793,0.000534229,0.0005634873,0.002701089,0.008653336,0.02159814,0.00135474,0.01003265,0.009865554],"category_scores_gemma":[0.01129316,0.0006403414,0.0005369334,0.004189212,0.03234796,0.02514837,0.008093018,0.008001097,0.001440946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01471445,"about_ca_system_score_gemma":0.01494165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02091892,"about_ca_topic_score_gemma":0.02596635,"domain_scores_codex":[0.9941556,0.003536876,0.0001500668,0.0004594539,0.000901178,0.0007967572],"domain_scores_gemma":[0.9883999,0.008161093,0.001068233,0.0003525685,0.0007824543,0.001235759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003992574,0.00004624829,0.001437241,0.0003406893,0.00001351556,0.0001551179,0.02284749,0.0006309828,0.00007909453,0.8384331,0.09268428,0.04329222],"study_design_scores_gemma":[0.00002364535,0.00003267007,0.002876931,0.001548397,0.00001325442,0.0001542493,0.02913953,0.0005484981,0.0001377462,0.5207516,0.4447282,0.00004523254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01124234,0.1429885,0.003193848,0.7444143,0.00196128,0.00004183793,0.00007815586,0.00005459375,0.0960252],"genre_scores_gemma":[0.6553515,0.2214362,0.002801975,0.04772921,0.002944984,0.000207866,0.00009499997,0.0001211203,0.06931216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02159814,"threshold_uncertainty_score":0.1067613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05398667655354594,"score_gpt":0.2518721283087844,"score_spread":0.1978854517552384,"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."}}