{"id":"W1600384676","doi":"","title":"Teaching to the Test: What Every Educator and Policy-Maker Should Know.","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Standardized test; Mathematics education; Test (biology); Curriculum; Psychology; Strengths and weaknesses; Norm (philosophy); Medical education; Pedagogy; Medicine; Social psychology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004647513,0.00008917863,0.00009449381,0.000308943,0.0008439271,0.0006182513,0.0001708376,0.00005311249,0.0001529277],"category_scores_gemma":[0.001288956,0.00007294511,0.00003712855,0.0002562252,0.0001701919,0.0005012964,0.000008240929,0.0001754472,0.00001564309],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003216913,"about_ca_system_score_gemma":0.02124344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03618321,"about_ca_topic_score_gemma":0.1456331,"domain_scores_codex":[0.9991733,0.00006354595,0.0002169668,0.00009719325,0.0002141097,0.0002348905],"domain_scores_gemma":[0.998552,0.0002885508,0.0001120877,0.00006867346,0.0001352547,0.000843433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001060136,0.00009891674,0.03932765,0.000008507594,0.00003568161,0.000003427604,0.06896251,0.000006863689,0.00003826648,0.854513,0.02493488,0.01205964],"study_design_scores_gemma":[0.0002770108,0.0001953972,0.2097647,0.0001082051,0.00002554703,0.0001061952,0.03589637,5.673701e-7,0.00001320899,0.02597607,0.7274441,0.0001926156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.312189,0.0005581348,0.000004094878,0.6725001,0.0005096623,0.0001323018,0.00001094176,0.000002089179,0.01409365],"genre_scores_gemma":[0.9812863,0.0002037534,0.0002449032,0.008492419,0.004649378,0.000004834608,0.000002962541,0.000006450991,0.005108982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.828537,"threshold_uncertainty_score":0.9843052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03360182513708301,"score_gpt":0.3962923616583372,"score_spread":0.3626905365212542,"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."}}