{"id":"W3204027159","doi":"","title":"Implications of Standardized Testing in Teacher Education: A Look at Perceptions, Experiences and Impacts on Teacher Candidates","year":2020,"lang":"en","type":"article","venue":"","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Standardized test; Certification; Psychology; Teacher education; Medical education; Perception; Teacher preparation; Test (biology); Mathematics education; Accreditation; Government (linguistics); Pedagogy; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002434295,0.00007566479,0.0001263705,0.000045287,0.0002348981,0.0000523621,0.0001212524,0.00004257399,0.001942714],"category_scores_gemma":[0.0002964694,0.00006444959,0.00002238438,0.0003262173,0.000175034,0.0001466921,0.00004456706,0.00006642309,0.00001324737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182977,"about_ca_system_score_gemma":0.0002881777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001382857,"about_ca_topic_score_gemma":0.001449393,"domain_scores_codex":[0.9991949,0.00008433705,0.0001720242,0.0001880814,0.000203704,0.0001569569],"domain_scores_gemma":[0.9995762,0.0001049976,0.00006450331,0.00007953053,0.00005578154,0.000119051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002129951,0.00009167097,0.8656951,0.000003842296,0.000004309462,9.505177e-8,0.125385,4.635006e-7,0.0009828099,0.001117929,0.003330296,0.00336723],"study_design_scores_gemma":[0.0003111995,0.00009680842,0.7149364,0.00002469881,0.00000929431,2.677705e-7,0.2814809,0.00002960139,0.00007170364,0.0001338711,0.002783876,0.0001213698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8577883,0.0000839588,0.00001128017,0.004661556,0.00002716468,0.0002248891,0.000002175981,0.000030835,0.1371699],"genre_scores_gemma":[0.9968274,0.00004699475,0.0005548468,0.0002734311,0.0001093074,0.00006239511,0.000003487927,0.000005010933,0.002117134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1560959,"threshold_uncertainty_score":0.9989697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0457849572758282,"score_gpt":0.3807721674496095,"score_spread":0.3349872101737812,"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."}}