{"id":"W326405722","doi":"","title":"Teaching Math to the Talented: Which Countries-And States-Are Producing High-Achieving Students?","year":2011,"lang":"en","type":"article","venue":"Education next","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medal; Mathematics education; Gold medal; Test (biology); Class (philosophy); Political science; Productivity; Psychology; Mathematics; Economic growth; Geography; Computer science; Economics; History","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":[0.001123484,0.0002236836,0.000238346,0.00156779,0.00162909,0.003806873,0.0004321245,0.000579229,0.003367741],"category_scores_gemma":[0.004185784,0.0001649562,0.0002402538,0.002931787,0.001368352,0.001819042,0.001123231,0.000786213,0.0007437897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087548,"about_ca_system_score_gemma":0.001389638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02423604,"about_ca_topic_score_gemma":0.09896076,"domain_scores_codex":[0.999293,0.0002132052,0.00003015895,0.0001127983,0.0001353516,0.0002155093],"domain_scores_gemma":[0.9969073,0.0003164284,0.000943882,0.0001847902,0.0005664061,0.001081245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001358052,0.0001480235,0.8773285,0.0001282945,0.00007217779,0.0002194058,0.006254659,0.0001942321,0.0008785672,0.003585904,0.006381608,0.1046728],"study_design_scores_gemma":[0.00001081956,0.0001145469,0.9659289,0.0001338731,0.00006412345,0.0001064418,0.02320588,0.0001442393,0.0007919493,0.0008532985,0.008628393,0.00001757676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692462,0.00174051,0.0003527137,0.005646589,0.000086081,0.00001400439,0.0004135195,0.00003990906,0.02246046],"genre_scores_gemma":[0.9967622,0.0009098161,0.000282346,0.0004146558,0.00001873271,0.00000613174,0.0001650183,0.00001178525,0.00142932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02423604,"threshold_uncertainty_score":0.04818994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06524623617605807,"score_gpt":0.3514431238928786,"score_spread":0.2861968877168206,"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."}}