{"id":"W7116321396","doi":"10.13140/rg.2.2.15434.02241","title":"International Comparative Review: Accountability Policy","year":2025,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Constructive; Context (archaeology); Set (abstract data type); Policy analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003990582,0.0000428756,0.0000968498,0.00003026702,0.0002161995,0.0001225429,0.0005753085,0.00002673225,0.003451825],"category_scores_gemma":[0.0001886287,0.00003180447,0.00003198508,0.0002896674,0.00015165,0.0002069219,0.0001350277,0.00004808716,0.0003281166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284282,"about_ca_system_score_gemma":0.0007726417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01599705,"about_ca_topic_score_gemma":0.002382767,"domain_scores_codex":[0.9994509,0.00004295594,0.0001247992,0.0001149918,0.0001510684,0.0001153357],"domain_scores_gemma":[0.9996425,0.00003379629,0.00004257684,0.00009875622,0.0001391744,0.00004322884],"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":[0.00002456164,0.000342625,0.003765014,0.00002852116,0.00009240936,3.896238e-7,0.02168843,0.00000729505,0.0000246863,0.1392025,0.5675886,0.267235],"study_design_scores_gemma":[0.00005568031,0.000002545176,0.004686635,0.00008212836,0.000004092719,1.198311e-7,0.003693207,0.000001874879,0.00001899202,0.001599747,0.9898173,0.00003774435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01693262,0.000424994,0.000002413938,0.07121979,0.0004104987,0.0002904588,0.00001804718,9.222368e-7,0.9107003],"genre_scores_gemma":[0.7985597,0.003249006,0.001191207,0.009403969,0.0007152633,0.00004897057,0.00004787544,0.000002901588,0.1867811],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7816271,"threshold_uncertainty_score":0.9974592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0811764013372309,"score_gpt":0.5145836107664153,"score_spread":0.4334072094291844,"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."}}