{"id":"W2752208322","doi":"10.5539/elt.v10n10p1","title":"Exploring Students’ Perspectives toward Clarity and Familiarity of Writing Scoring Rubrics: The Case of Saudi EFL Students","year":2017,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rubric; CLARITY; Psychology; Mathematics education; Quality (philosophy); Set (abstract data type); Strengths and weaknesses; Medical education; Computer science; Social psychology; Medicine; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01350664,0.000467897,0.0004958031,0.001696836,0.003065188,0.005584925,0.0008706424,0.001350193,0.001295479],"category_scores_gemma":[0.04303417,0.0003755295,0.0004832568,0.0008705101,0.002919329,0.002067761,0.002577534,0.001852083,0.0004509877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001869771,"about_ca_system_score_gemma":0.002114014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003308568,"about_ca_topic_score_gemma":0.004577057,"domain_scores_codex":[0.9818902,0.01018449,0.001262269,0.0008237989,0.004552119,0.001287135],"domain_scores_gemma":[0.9508368,0.02035509,0.01163622,0.001680494,0.01132026,0.004171027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002251584,0.0004261902,0.1942967,0.0002621642,0.0000442288,0.003905204,0.7390295,0.0001923988,0.009057282,0.0008181593,0.001055137,0.05068779],"study_design_scores_gemma":[0.00002363584,0.0005743303,0.1076286,0.0002388527,0.00004095448,0.003620907,0.8688674,0.001424976,0.004779257,0.0006898799,0.01197338,0.0001377511],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977494,0.0001176239,0.0006563611,0.0004634143,0.00000920155,0.00001544261,0.000006557695,0.000008203267,0.0009737296],"genre_scores_gemma":[0.9986965,0.0001037427,0.0006167556,0.00014959,0.00000702746,0.00001143135,0.00000909094,0.000006086326,0.0003998334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01350664,"threshold_uncertainty_score":0.07143074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09083715100315995,"score_gpt":0.398978920871049,"score_spread":0.308141769867889,"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."}}