{"id":"W1566342393","doi":"","title":"TOPIC ARTICLE THE IMPACT OF EDUCATIONAL REFORM ON SCIENCE AND MATHEMATICS EDUCATION IN QATAR","year":2013,"lang":"en","type":"article","venue":"European Scientific Journal ESJ","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of the North Atlantic","funders":"","keywords":"Disengagement theory; Incentive; Mathematics education; Science education; Political science; State (computer science); Psychology; Mathematics; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002082329,0.0001287843,0.0002068699,0.0009417622,0.001135112,0.00196918,0.0002878384,0.0006956248,0.01148355],"category_scores_gemma":[0.005065494,0.00007822366,0.0002120062,0.001221481,0.001117517,0.001040915,0.001011593,0.0008631562,0.0006457683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004762122,"about_ca_system_score_gemma":0.00718944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01945766,"about_ca_topic_score_gemma":0.02045096,"domain_scores_codex":[0.9987707,0.0004753376,0.00005207303,0.00007092983,0.0002864522,0.0003445042],"domain_scores_gemma":[0.99674,0.001141825,0.0008870156,0.00008594451,0.0007582837,0.0003868965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00075839,0.001218313,0.2427762,0.002886256,0.0001285898,0.000962229,0.01198741,0.003417556,0.0048321,0.1279781,0.05325197,0.5498029],"study_design_scores_gemma":[0.00006374241,0.0006381646,0.7958007,0.0008025203,0.00005540916,0.0002811128,0.007423098,0.001209178,0.001915965,0.005455732,0.1863176,0.00003680521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8295945,0.01940194,0.0006161275,0.08765469,0.0008187981,0.00007166652,0.0005937102,0.00004930103,0.0611993],"genre_scores_gemma":[0.9823231,0.0049937,0.0004899147,0.003862391,0.0003991807,0.0000180567,0.0001885683,0.0000073137,0.007717709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01945766,"threshold_uncertainty_score":0.03868884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05077691194981278,"score_gpt":0.4050117566716978,"score_spread":0.354234844721885,"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."}}