{"id":"W4407351343","doi":"10.1111/psj.70001","title":"Editorial introduction: Advancing policy frontiers—Governance, learning, and innovation in policy studies","year":2025,"lang":"en","type":"editorial","venue":"Policy Studies Journal","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Policy learning; Corporate governance; Political science; Public administration; Regional science; Engineering ethics; Economics; Sociology; Management; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003701013,0.0006720559,0.001375735,0.004369206,0.002488896,0.0003662259,0.0005541067,0.0008420801,0.000009215454],"category_scores_gemma":[0.09558536,0.0006442766,0.0001732294,0.006301098,0.001077174,0.0007460714,0.0005156104,0.002853889,0.000009451118],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006128169,"about_ca_system_score_gemma":0.01409728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006398618,"about_ca_topic_score_gemma":0.002719391,"domain_scores_codex":[0.9936501,0.0007534174,0.001452489,0.0006761609,0.002110376,0.001357448],"domain_scores_gemma":[0.9936076,0.001355647,0.001598319,0.0002163138,0.002989294,0.0002328736],"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":[0.0001056562,0.00002860973,0.0006164818,0.000142269,0.0006240955,0.00000773559,0.01891873,0.00001410664,0.00000120506,0.04436443,0.9256568,0.009519873],"study_design_scores_gemma":[0.001035478,0.00008612256,0.0001214008,0.0004516012,0.00005704584,0.00000465323,0.008739032,5.640609e-7,0.000001406055,0.02852233,0.9604685,0.0005118279],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00008560994,0.01438273,0.00001262697,0.1091404,0.8678538,0.0003010324,0.00002928052,0.00007010087,0.008124521],"genre_scores_gemma":[0.00006784873,0.2392678,0.000254274,0.0002780698,0.7219509,0.00003845503,0.000019649,0.0000351546,0.03808789],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.224885,"threshold_uncertainty_score":0.9996008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799094863045468,"score_gpt":0.3971969609003965,"score_spread":0.3792060122699418,"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."}}