{"id":"W2326599554","doi":"10.3138/cmlr.2802","title":"Putting Students at the Centre of Classroom L2 Writing Assessment","year":2016,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Summative assessment; Formative assessment; Assessment for learning; Writing assessment; Mathematics education; Pedagogy; Psychology","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":[0.001856413,0.0002666547,0.0004890958,0.0001337758,0.0006543593,0.00009390651,0.0009660757,0.0001116179,0.000869309],"category_scores_gemma":[0.0007307691,0.0001812668,0.0002122165,0.0003659506,0.0004564279,0.0001963584,0.000142565,0.0001636004,0.00004007045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00152617,"about_ca_system_score_gemma":0.0003714128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1438855,"about_ca_topic_score_gemma":0.8485536,"domain_scores_codex":[0.997143,0.0005142175,0.0005081159,0.0004201324,0.0003480649,0.00106647],"domain_scores_gemma":[0.9976587,0.0006558143,0.0002906088,0.0005113285,0.0002099434,0.0006735986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009781248,0.00008834142,0.525604,0.001842621,0.0004006099,0.0008303711,0.1000738,0.000002089217,0.01339183,0.008326164,0.0101693,0.3392611],"study_design_scores_gemma":[0.00199634,0.0001293591,0.434729,0.02746292,0.0008085608,0.000116963,0.08224972,0.000119806,0.0002770198,0.001853591,0.4482879,0.001968782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9411009,0.02950994,0.00007309612,0.00743442,0.0002721389,0.0009306814,0.0002671401,0.00006695809,0.02034471],"genre_scores_gemma":[0.9778125,0.01050012,0.0005347765,0.0006457109,0.0003504547,0.0000378269,0.00004059315,0.0000487205,0.01002929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7046681,"threshold_uncertainty_score":0.9518324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745115698971087,"score_gpt":0.3097419731982567,"score_spread":0.2922908162085458,"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."}}