{"id":"W2038280515","doi":"10.5430/wje.v4n1p35","title":"Debating International Learner Assessments as a Proxy Measure of Quality of Education in the Context of EFA-A Review Essay","year":2014,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Proxy (statistics); Context (archaeology); Globalization; Sociology; Quality (philosophy); Educational research; Psychology; Pedagogy; Mathematics education; Political science; Epistemology; Computer science; Law; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02054063,0.0006313857,0.001817269,0.005225487,0.0009523414,0.00879867,0.00141715,0.004341958,0.00101703],"category_scores_gemma":[0.05514316,0.0003040226,0.0006454213,0.006857537,0.005530725,0.008196282,0.001974215,0.005571277,0.0006880121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00360267,"about_ca_system_score_gemma":0.005430919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002829996,"about_ca_topic_score_gemma":0.003523028,"domain_scores_codex":[0.9846706,0.008303179,0.001525997,0.001514144,0.003648657,0.0003373749],"domain_scores_gemma":[0.9331084,0.05178291,0.003572754,0.001171267,0.009902977,0.0004617424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008368837,0.00008348963,0.004464563,0.01720027,0.0002362952,0.0002148091,0.004944866,0.0006002053,0.000762819,0.2721709,0.1120592,0.5871788],"study_design_scores_gemma":[0.00001454288,0.0001161972,0.006662609,0.0465364,0.0002177694,0.0005535718,0.006569695,0.0003643882,0.001098259,0.04493527,0.8928415,0.00008978706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009017691,0.9480748,0.001898993,0.03627256,0.006199016,0.00001245299,0.00003443536,0.000008562637,0.006597525],"genre_scores_gemma":[0.04185864,0.9264372,0.003461865,0.01420894,0.01131357,0.00008919387,0.00007574574,0.00004063842,0.00251415],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02054063,"threshold_uncertainty_score":0.1086305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03717974284740124,"score_gpt":0.4498882519844823,"score_spread":0.4127085091370811,"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."}}