{"id":"W4381431043","doi":"10.1111/imig.13166","title":"Diaspora alumni networks as transnational governance actors","year":2023,"lang":"en","type":"article","venue":"International Migration","topic":"Diaspora, migration, transnational identity","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Diaspora; Homeland; Privilege (computing); Corporate governance; Sociology; State (computer science); Political science; Government (linguistics); Modernity; Political economy; Economic growth; Gender studies; Politics; Economics; Law; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009014793,0.0001806025,0.0001459534,0.0002582662,0.0005154966,0.0002946509,0.0005466644,0.0001738644,0.001683686],"category_scores_gemma":[0.0004560679,0.0002100945,0.0001708581,0.0009824134,0.0001889002,0.001514083,0.00002606091,0.0001824851,0.0004846855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004427425,"about_ca_system_score_gemma":0.0003488787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004077972,"about_ca_topic_score_gemma":0.03804252,"domain_scores_codex":[0.9970516,0.0001354625,0.0004409354,0.0003996995,0.001627725,0.0003445943],"domain_scores_gemma":[0.9985483,0.00031087,0.0002106372,0.0001567414,0.0006310543,0.0001424431],"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":[0.00003469663,0.00009482379,0.02158287,0.000003454689,0.0000676797,0.00001087087,0.006197727,0.006458179,0.0002279523,0.9502211,0.01305655,0.002044044],"study_design_scores_gemma":[0.0007776379,0.00004531342,0.6135604,0.00003096535,0.00003683761,0.000004012074,0.00395713,0.01510808,0.0003299723,0.04445308,0.321113,0.0005834964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9091921,0.00006139263,0.004916397,0.05991961,0.003534265,0.0004840585,0.0001371774,0.0006086327,0.02114632],"genre_scores_gemma":[0.9896024,0.0004115862,0.0001656404,0.0005199295,0.0009379592,0.00008088058,0.001046602,0.00002555059,0.007209415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9057681,"threshold_uncertainty_score":0.9992289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201402308159153,"score_gpt":0.3196081805011379,"score_spread":0.2975941574195464,"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."}}