{"id":"W4407381901","doi":"10.1111/gove.70002","title":"Political Instrumentalism and Epistemic Communities in Global Governance a Network Analysis of the International Organization for Migration","year":2025,"lang":"en","type":"article","venue":"Governance","topic":"International Development and Aid","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; Queen Mary University of London","keywords":"Instrumentalism; Politics; Corporate governance; Political science; Global governance; Sociology; Public administration; Political economy; Economic system; Epistemology; Economics; Management; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001926579,0.00004662237,0.00009258297,0.00001665728,0.0001411725,0.00003748211,0.0002599343,0.00003773229,0.00002668711],"category_scores_gemma":[0.0001974605,0.00004203489,0.00003440168,0.0006794641,0.0001252315,0.0001227423,0.00007178047,0.00003675783,2.891145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004170926,"about_ca_system_score_gemma":0.0001115077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007307016,"about_ca_topic_score_gemma":0.0442533,"domain_scores_codex":[0.9993802,0.00004133551,0.0001731006,0.00007508009,0.0002112074,0.0001191281],"domain_scores_gemma":[0.999608,0.0000873859,0.0001226479,0.00006487828,0.0001050084,0.00001202891],"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":[0.000006235543,0.000008383789,0.371964,0.00000281556,0.00004084855,3.531323e-8,0.0003886145,0.00006151007,0.000005624018,0.6267937,0.0004903853,0.0002377842],"study_design_scores_gemma":[0.0002363305,0.000003152059,0.9579154,0.00009777146,0.0000405139,1.455661e-7,0.0007716282,0.001391443,0.00008274924,0.0260632,0.01334186,0.00005586346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9430423,0.0001521019,0.0006420792,0.03152959,0.0007207036,0.000214381,0.0001760914,0.00001162018,0.02351107],"genre_scores_gemma":[0.9981822,0.0001356896,0.0002469415,0.0005288722,0.00003917087,0.000007000086,0.00003033696,0.000001740586,0.0008279962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6007305,"threshold_uncertainty_score":0.9993034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007350725297774527,"score_gpt":0.2676273200439216,"score_spread":0.2602765947461471,"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."}}