{"id":"W4319036027","doi":"10.1007/s11159-023-09989-7","title":"Education in an age of inequality","year":2022,"lang":"en","type":"editorial","venue":"International Review of Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Univerza v Ljubljani; Bahir Dar University; Universität Hamburg; Shanghai Normal University; Seoul National University; Tribhuvan University; Tsinghua University; University of the Pacific; University of Toronto; Itä-Suomen Yliopisto; University College London; RMIT University; Universidade Federal da Paraíba; King's College London; University of California, Los Angeles; University of Texas at Arlington; Pennsylvania State University; North Carolina State University; University of Pennsylvania; UNICEF","keywords":"Inequality; Sociology; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002788479,0.000135783,0.0004219885,0.0003963339,0.00006099421,0.00002753089,0.0007797386,0.0001907799,0.00262497],"category_scores_gemma":[0.005230612,0.0001520833,0.000129271,0.0004428252,0.00009005957,0.0002934647,0.00004434421,0.0003044933,0.00001085327],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007813196,"about_ca_system_score_gemma":0.01823515,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01958042,"about_ca_topic_score_gemma":0.001750583,"domain_scores_codex":[0.9964584,0.0008217451,0.001066952,0.0002710069,0.001258825,0.0001230889],"domain_scores_gemma":[0.9962816,0.0004803936,0.001313283,0.0003713676,0.00147344,0.00007991711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005177449,0.0007780721,0.00212865,0.002614057,0.00001312055,6.796e-8,0.00523191,3.08442e-7,0.00000701038,0.02200373,0.9301057,0.0371122],"study_design_scores_gemma":[0.00004938023,0.00002259086,0.001389463,0.004947541,0.00001911516,1.33565e-7,0.00469902,1.171621e-7,0.000002530557,0.001055754,0.9876981,0.0001162516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00491036,0.01926936,0.000004108577,0.001677426,0.9185045,0.0007384586,0.000172834,0.00001126503,0.05471168],"genre_scores_gemma":[0.0211143,0.06921174,0.0003236649,0.0007459223,0.8838405,0.0007703664,0.01002094,0.00004465897,0.01392787],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0575924,"threshold_uncertainty_score":0.9982868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05313745324217071,"score_gpt":0.5079652582268156,"score_spread":0.4548278049846449,"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."}}