{"id":"W4416390283","doi":"10.1108/qea-12-2025-157","title":"Special issue guest editorial: Alternative education for all?","year":2025,"lang":"en","type":"article","venue":"Quality Education for All","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Quality (philosophy); Lifelong learning; State (computer science); Higher education; Community education; Macro level","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001074396,0.0001436274,0.000190231,0.0001215126,0.0005256052,0.0001634367,0.0003680481,0.0001758117,0.0001188032],"category_scores_gemma":[0.001479452,0.0001313021,0.0001618241,0.0002397836,0.0001558767,0.0002760725,0.00002455886,0.0000904776,0.00005983296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007091194,"about_ca_system_score_gemma":0.004639107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01831773,"about_ca_topic_score_gemma":0.002349195,"domain_scores_codex":[0.9984523,0.0001114296,0.0004226302,0.0003121885,0.0003478118,0.0003536196],"domain_scores_gemma":[0.9979751,0.0003270577,0.000238647,0.0002199278,0.001077146,0.0001621461],"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":[0.00002422273,0.0003774276,0.00005165013,0.00003743718,0.00002801814,1.369482e-9,0.006904401,0.000001663954,0.000007127042,0.3413854,0.6442618,0.006920838],"study_design_scores_gemma":[0.0001983335,0.0000301568,0.0005886379,0.00002292822,0.00003215384,6.247331e-8,0.0179852,0.000001752724,0.00006611518,0.1141369,0.8667914,0.0001463731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00595578,0.0001564558,0.0001627755,0.1153514,0.6150461,0.002484476,0.0001634948,0.00008061917,0.2605989],"genre_scores_gemma":[0.009305846,0.0001033766,0.001196363,0.008935785,0.8275,0.001172268,0.0008066279,0.00002018003,0.1509595],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2272485,"threshold_uncertainty_score":0.9882194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04053112924179992,"score_gpt":0.46587645257524,"score_spread":0.4253453233334401,"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."}}