{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001016305,0.0005464377,0.0006626337,0.002473736,0.0002258747,0.0002085066,0.0002167049,0.0005435958,0.0002307591],"category_scores_gemma":[0.0001188092,0.0005571002,0.0000754276,0.002067106,0.0002666766,0.0002398198,0.00008396603,0.001143377,0.00003811234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001770314,"about_ca_system_score_gemma":0.001361211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002416218,"about_ca_topic_score_gemma":0.002378414,"domain_scores_codex":[0.9980052,0.0001069022,0.0004743653,0.0006076526,0.0004046329,0.0004012694],"domain_scores_gemma":[0.9981727,0.0007021716,0.0001627857,0.0005205449,0.0002583299,0.0001834962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006786373,0.0001363179,0.8755875,0.005014142,0.002450791,0.0004542487,0.002413514,0.001734292,0.00005405129,0.01887184,0.0841829,0.009032534],"study_design_scores_gemma":[0.00032838,0.00001655683,0.04264199,0.0007338882,0.0001392086,0.000121521,0.0002497659,0.00002378129,0.0002022949,0.00005639264,0.9547756,0.0007106279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498017,0.006323065,0.006881206,0.0009946885,0.004141401,0.001252688,0.0003575757,0.001667607,0.02858],"genre_scores_gemma":[0.8910466,0.009584863,0.07590972,0.0002223347,0.001008501,0.001286843,0.0008252693,0.0005613479,0.01955456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8705927,"threshold_uncertainty_score":0.999688,"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."}}