{"id":"W4398356516","doi":"10.7910/dvn/ngsu6v","title":"Replication Data for: Improving Schooling through Effective Governance? The United States, Canada, South Korea, and Singapore in the Struggle for PISA Scores","year":2022,"lang":"en","type":"dataset","venue":"Harvard Dataverse","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Replication (statistics); Corporate governance; Political science; Public administration; Economic growth; Geography; Mathematics education; Psychology; Medicine; Economics; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003924007,0.001070003,0.0009352459,0.002639703,0.001184625,0.002125535,0.00262632,0.001444605,0.09664771],"category_scores_gemma":[0.02965778,0.0005918818,0.000970393,0.0065335,0.0005001873,0.001131292,0.002136429,0.002165485,0.06303108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002410749,"about_ca_system_score_gemma":0.006514532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1527265,"about_ca_topic_score_gemma":0.2551952,"domain_scores_codex":[0.9979368,0.0004453497,0.0003034378,0.000373426,0.0006482044,0.0002927287],"domain_scores_gemma":[0.9866676,0.00251249,0.001014876,0.003064837,0.005863969,0.0008763938],"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":[0.00003547245,0.000024554,0.003026925,0.0001139077,0.00002409346,0.00001267173,0.00003434974,0.0001167627,0.00002980026,0.0006944381,0.9940701,0.001816898],"study_design_scores_gemma":[0.0007357431,0.0000426409,0.05245698,0.0004267041,0.00009141957,0.00006072238,0.0006270874,0.0005450435,0.0004897359,0.001927463,0.9425322,0.00006440247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0007112744,0.00003341115,0.0001294582,0.0002694585,0.00006144543,0.00004118156,0.9966972,0.0001446608,0.00191189],"genre_scores_gemma":[0.002765528,0.00004137101,0.0006006599,0.0001192058,0.00002123679,0.0003562197,0.9926322,0.000101267,0.003362323],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8472735,"threshold_uncertainty_score":0.3233188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04042624341010684,"score_gpt":0.3182772405886481,"score_spread":0.2778509971785412,"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."}}