{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005554095,0.0002088745,0.0003533345,0.0008167381,0.005952923,0.003261402,0.0008402955,0.0007027736,0.002439329],"category_scores_gemma":[0.01238845,0.0002956469,0.000350868,0.001009471,0.00443397,0.001151459,0.003531336,0.001689653,0.000340363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01002654,"about_ca_system_score_gemma":0.01408185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2999629,"about_ca_topic_score_gemma":0.3971809,"domain_scores_codex":[0.9909051,0.003336953,0.0003537346,0.0002122603,0.003043391,0.002148528],"domain_scores_gemma":[0.9843295,0.002370874,0.002272591,0.0002606963,0.002942421,0.007824016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001752487,0.0006252881,0.4178123,0.0001655818,0.00001553077,0.002060517,0.5247443,0.00009994523,0.001284592,0.001027202,0.005397905,0.04659174],"study_design_scores_gemma":[0.00001287454,0.0004563143,0.2878463,0.0001854605,0.00000929468,0.0004883899,0.6917152,0.00008990848,0.0002882526,0.0001318948,0.01873047,0.00004552743],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896646,0.0003380734,0.00007775969,0.003722448,0.00003637385,0.00002412978,0.00002602637,0.00000594011,0.00610457],"genre_scores_gemma":[0.9968848,0.0003782155,0.00008395938,0.0003772503,0.00001332366,0.0000153549,0.00002911515,0.000004552913,0.002213356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2999629,"threshold_uncertainty_score":0.5964339,"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."}}