{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01259053,0.000495875,0.0005294653,0.002181404,0.002679303,0.004699653,0.001109691,0.001140388,0.002933091],"category_scores_gemma":[0.06407065,0.0003532732,0.0003213403,0.0009931608,0.001658855,0.001857317,0.003248019,0.001162717,0.0003405074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001946834,"about_ca_system_score_gemma":0.002132022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003068915,"about_ca_topic_score_gemma":0.004758579,"domain_scores_codex":[0.9858943,0.009775677,0.0005447437,0.000610173,0.002568547,0.000606496],"domain_scores_gemma":[0.9257274,0.05256181,0.008642966,0.002707246,0.007374325,0.002986422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0006168755,0.001283908,0.2078767,0.0005175177,0.00005803675,0.003143429,0.5953025,0.0005417427,0.01282789,0.001689585,0.001068057,0.1750738],"study_design_scores_gemma":[0.0001345429,0.003491291,0.2679798,0.001303713,0.0001269957,0.003673764,0.6676894,0.004200903,0.01920844,0.003169518,0.02883069,0.0001908968],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954036,0.00009488075,0.001380941,0.000175419,0.00001326753,0.00003489882,0.00001951713,0.00003154629,0.002845817],"genre_scores_gemma":[0.9976079,0.0000519823,0.001476042,0.00002972403,0.000005492974,0.00002139823,0.00001282464,0.00001129655,0.0007833973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259053,"threshold_uncertainty_score":0.0665859,"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."}}