{"id":"W2171832653","doi":"","title":"Alternative sources of feedback and second language writing development in university content courses","year":2011,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Content (measure theory); Mathematics education; Higher education; Computer science; Pedagogy; Psychology; Political science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00125096,0.0001512803,0.0004326559,0.0004170068,0.0002633132,0.0002334721,0.001266143,0.00006432411,0.005475226],"category_scores_gemma":[0.00009472902,0.0001498262,0.00006102943,0.0004426577,0.0003201259,0.00132704,0.000549598,0.0001754833,0.000003233116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001118245,"about_ca_system_score_gemma":0.0001710508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009540302,"about_ca_topic_score_gemma":0.004579142,"domain_scores_codex":[0.998292,0.0002603037,0.0004353921,0.0002376162,0.0004985663,0.0002761564],"domain_scores_gemma":[0.9987208,0.000237391,0.0005868013,0.0001097236,0.000204706,0.0001406032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000905446,0.0001575184,0.9524619,0.00002759904,0.0001089016,0.00003747485,0.03854197,0.000001497886,0.002925478,0.0005523763,0.0003606246,0.004734086],"study_design_scores_gemma":[0.0005996942,0.000006865087,0.9362698,0.0002439792,0.00002350967,8.779072e-7,0.05090307,0.000003704105,0.009694116,0.0003270208,0.001732262,0.0001951423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639086,0.0024975,0.00002078566,0.00003214154,0.0001511737,0.0002867689,0.00001172802,0.00001109866,0.03308019],"genre_scores_gemma":[0.9965162,0.002072292,0.0003488864,0.00003828172,0.0000492626,0.000002476515,0.000001408087,0.00001050516,0.0009606394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03260764,"threshold_uncertainty_score":0.9970552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3068795110758435,"score_gpt":0.5127492825080466,"score_spread":0.2058697714322031,"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."}}