{"id":"W4411781199","doi":"10.5539/elt.v18n7p62","title":"Beyond the Module: Student Perspectives on Bloom's Taxonomy in a Longitudinal Higher Vocational English Language Course","year":2025,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jilin Office of Philosophy and Social Science","keywords":"Psychology; Course (navigation); Taxonomy (biology); Mathematics education; Vocational education; English language; Linguistics; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001895373,0.0001965457,0.0001979347,0.0001794109,0.0006514449,0.000255525,0.0005716529,0.0001045794,0.000873675],"category_scores_gemma":[0.0007718965,0.0001650191,0.00009392278,0.0003465156,0.0001829636,0.0002944182,0.00009108244,0.0007886146,0.00002042731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003659301,"about_ca_system_score_gemma":0.000428401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00283419,"about_ca_topic_score_gemma":0.006230088,"domain_scores_codex":[0.9977201,0.0006484764,0.000253869,0.0004207897,0.0005628121,0.0003939968],"domain_scores_gemma":[0.9984602,0.0008997474,0.0001033406,0.0003357771,0.0001237566,0.00007714397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001222898,0.0005643957,0.03997087,0.000006835797,0.00006100784,0.000007210981,0.7206287,0.00004552113,0.00001417345,0.2325657,0.002925079,0.003198171],"study_design_scores_gemma":[0.0004263334,0.00002067436,0.08613895,0.0000493103,0.00003621813,2.07793e-7,0.8571373,0.000005182751,0.000006422056,0.0003341683,0.05563847,0.0002067188],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7115975,0.001436312,0.00004106257,0.001768727,0.001250013,0.0003894698,0.000013509,0.0001112059,0.2833922],"genre_scores_gemma":[0.9777732,0.00002008182,0.0004618399,0.0004736147,0.003000494,0.0001902405,0.00004358993,0.00001524277,0.01802163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2661758,"threshold_uncertainty_score":0.9566129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789808758088464,"score_gpt":0.3864846178913508,"score_spread":0.3585865303104662,"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."}}