{"id":"W2107226435","doi":"10.6018/ijes.13.2.185891","title":"Washback in language assessment","year":2013,"lang":"en","type":"article","venue":"International Journal of English Studies","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Psychology; Quarter (Canadian coin); Mathematics education; Medical education; Pedagogy; Medicine; Geography","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":[0.000668818,0.00007048898,0.0001719321,0.0001691139,0.00005893762,0.0001105224,0.0004180047,0.00003079157,0.0004411562],"category_scores_gemma":[0.001204817,0.00005752169,0.00007795257,0.0001148836,0.0001041865,0.0005495373,0.0000803781,0.0001620046,0.00001881556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745065,"about_ca_system_score_gemma":0.00008868298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002108298,"about_ca_topic_score_gemma":0.0002574878,"domain_scores_codex":[0.9986073,0.00008869126,0.0003369192,0.00007228401,0.00074524,0.0001495505],"domain_scores_gemma":[0.9974218,0.0002431815,0.0002056422,0.0000425671,0.002041301,0.00004551518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000267976,0.000531397,0.5472085,0.00000920187,0.001024495,0.0001405071,0.351491,0.000050773,0.0002501019,0.01513827,0.0738667,0.01026225],"study_design_scores_gemma":[0.00173507,0.0001009875,0.3604697,0.0001859376,0.00002338323,0.0000018585,0.5536358,0.00001262622,0.0000638337,0.002617204,0.08093354,0.0002200157],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8751909,0.001046688,0.00001328877,0.002945794,0.005485129,0.0001154109,0.000001231325,0.0000138325,0.1151877],"genre_scores_gemma":[0.9946085,0.001308703,0.0007253274,0.0001767054,0.002167045,0.000007056288,6.079992e-7,0.000004569722,0.00100155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2021448,"threshold_uncertainty_score":0.4830351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02948544944097654,"score_gpt":0.421665550082896,"score_spread":0.3921801006419194,"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."}}