{"id":"W6945190668","doi":"10.23661/idp5.2024","title":"Universality in action: why and how United Nations development work should engage with high-income countries","year":2024,"lang":"en","type":"report","venue":"Econstor (Econstor)","topic":"SAS software applications and methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rijksuniversiteit Groningen; Association of Canadian Universities for Northern Studies","keywords":"Dichotomy; Universality (dynamical systems); International development; Sustainable development; Sustainability; Developing country","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07216084,0.001081579,0.001053136,0.002953044,0.01188034,0.02684182,0.002760722,0.01141921,0.009667531],"category_scores_gemma":[0.06007216,0.0006188965,0.001151549,0.003561411,0.04216069,0.03821596,0.02150214,0.01241776,0.001609137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009124266,"about_ca_system_score_gemma":0.02032746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009908,"about_ca_topic_score_gemma":0.009506622,"domain_scores_codex":[0.9329194,0.05013124,0.001658118,0.00313951,0.004532438,0.007619274],"domain_scores_gemma":[0.9663243,0.02078281,0.001820198,0.003332187,0.00364606,0.004094531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001990887,0.0000510223,0.002214586,0.0002485022,0.00002057194,0.0002213847,0.03175674,0.0003164838,0.00008095763,0.8855925,0.03424117,0.04523632],"study_design_scores_gemma":[0.00001753547,0.00003815888,0.001639166,0.002182438,0.00002037465,0.0001672753,0.04379789,0.0003442304,0.0002945187,0.5686515,0.3827868,0.000060069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01328633,0.01559832,0.0290498,0.6496776,0.005786356,0.0002009995,0.00009551006,0.0003006673,0.2860045],"genre_scores_gemma":[0.8024733,0.01042583,0.03277258,0.1272418,0.001691053,0.0008238252,0.0001617569,0.0005120069,0.02389797],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07216084,"threshold_uncertainty_score":0.3816276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04214743803361218,"score_gpt":0.2837311221850351,"score_spread":0.2415836841514229,"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."}}