{"id":"W2535165005","doi":"10.14507/epaa.24.2522","title":"The impact of teacher attitudes and beliefs about large-scale assessment on the use of provincial data for instructional change","year":2016,"lang":"en","type":"article","venue":"Education Policy Analysis Archives","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructive; Scale (ratio); Curriculum; Test (biology); Psychology; Data collection; Quality (philosophy); Qualitative property; Test score; Mathematics education; Survey data collection; Medical education; Educational assessment; Pedagogy; Standardized test; Sociology; Process (computing); Medicine; Social science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001258653,0.0001135736,0.000210491,0.0004313765,0.000309666,0.0001324294,0.0006879318,0.00002125141,0.0001105367],"category_scores_gemma":[0.001523851,0.0000453913,0.0001965744,0.0005869137,0.0002749058,0.0004169627,0.0001922478,0.00005482068,0.000001541596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004767231,"about_ca_system_score_gemma":0.0009913595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007410409,"about_ca_topic_score_gemma":0.0005702646,"domain_scores_codex":[0.9981742,0.0002417965,0.0005160384,0.0003285529,0.000569773,0.0001696708],"domain_scores_gemma":[0.9946328,0.003664047,0.0005313747,0.0009084665,0.0001992916,0.00006396107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007013069,0.001133685,0.5879346,0.000009764844,0.0008894763,6.076373e-9,0.00214722,0.00002822172,0.00114559,0.1629678,0.01282169,0.2308519],"study_design_scores_gemma":[0.0001296529,0.0000944438,0.9716119,0.00001745665,0.00006941285,1.700538e-7,0.0006022944,0.001144631,0.00005925483,0.01360014,0.01260952,0.00006119174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593727,0.00008206091,0.003422375,0.03445921,0.0001573839,0.0006560106,0.001251437,0.000005298916,0.0005935071],"genre_scores_gemma":[0.9942411,0.00009317964,0.002544336,0.0001618056,0.0005491301,0.0001508152,0.00008522401,0.000005949434,0.002168497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3836772,"threshold_uncertainty_score":0.2381732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2261321855700901,"score_gpt":0.4981154122857407,"score_spread":0.2719832267156506,"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."}}