{"id":"W4412155257","doi":"10.1080/14767724.2025.2529940","title":"Worthy and unworthy lives in education in emergencies: a comparative analysis of UN discourse on Ukraine and Venezuela","year":2025,"lang":"en","type":"article","venue":"Globalisation Societies and Education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; Spencer Foundation","keywords":"Discourse analysis; Sociology; Social science; Epistemology; Political science; Pedagogy; Gender studies; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003657851,0.00009660846,0.0002076927,0.0003006962,0.0001898293,0.00004738037,0.00005620699,0.00006996534,0.00002268328],"category_scores_gemma":[0.00008532841,0.00008700667,0.00003873188,0.001254131,0.0003573859,0.0001763687,0.00002179275,0.0000649014,3.502819e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704433,"about_ca_system_score_gemma":0.0007292589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109205,"about_ca_topic_score_gemma":0.006133823,"domain_scores_codex":[0.9991287,0.000102336,0.0002685076,0.0001970778,0.0001592888,0.0001440718],"domain_scores_gemma":[0.9995426,0.00006721219,0.0001232422,0.00008104068,0.0001272187,0.00005867807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003761279,0.0006611474,0.353972,0.00007114916,0.0001614306,4.290916e-8,0.2359983,0.0003348063,0.00001683004,0.3420185,0.00620757,0.06052066],"study_design_scores_gemma":[0.0001178102,0.00001768563,0.667028,0.00007015395,0.00007112489,1.116906e-7,0.31586,0.0001340996,0.000005994501,0.009821209,0.006789988,0.00008384958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762815,0.004828962,0.000004581314,0.00675524,0.0003026561,0.0002282222,0.00001226692,0.000006388003,0.01158022],"genre_scores_gemma":[0.9933298,0.004560001,0.00009915476,0.0005428863,0.00004666004,0.00003419523,0.00005197005,0.000001743575,0.001333627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3321972,"threshold_uncertainty_score":0.9954932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456316341140706,"score_gpt":0.3789187446873727,"score_spread":0.3643555812759656,"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."}}