{"id":"W2993077838","doi":"","title":"The impact of external agencies on school improvement in England, Sweden, Netherlands, Singapore and Canada Ontario","year":2009,"lang":"en","type":"article","venue":"","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science; Geography","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":[0.001010452,0.0001097992,0.0001485065,0.00007025085,0.0001090091,0.0001647391,0.0002954122,0.00002112999,0.0004805412],"category_scores_gemma":[0.0002085193,0.00005182354,0.00004457068,0.0001233594,0.00002652361,0.0001158146,0.00003226049,0.0001188104,0.00000275777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005738472,"about_ca_system_score_gemma":0.001776617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9082353,"about_ca_topic_score_gemma":0.9861324,"domain_scores_codex":[0.9982916,0.00004031742,0.0004348302,0.0002063405,0.0008290015,0.0001979807],"domain_scores_gemma":[0.9989654,0.0004201334,0.0001526222,0.0002465054,0.0001142273,0.0001011277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001150629,0.0001332529,0.8862993,8.983656e-7,0.00001631518,0.000003170101,0.001146869,0.0001253356,0.006722476,0.0007896377,0.01310687,0.09154086],"study_design_scores_gemma":[0.0004106566,0.0006421564,0.9867436,0.00001035845,0.000001840731,9.713413e-7,0.001260367,0.0001319533,0.0009945845,0.007039886,0.002687312,0.00007637279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938275,0.00006418489,0.00002454589,0.001166644,0.0001381998,0.0001733702,0.000003518224,0.000002348151,0.004599742],"genre_scores_gemma":[0.9907541,0.00001330833,0.00009249799,0.0003528243,0.00004921004,0.000004788011,0.000001485845,0.000002105349,0.008729643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1004443,"threshold_uncertainty_score":0.5261589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04977919206881197,"score_gpt":0.3639036569404825,"score_spread":0.3141244648716706,"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."}}