{"id":"W2063505651","doi":"10.3200/joeb.81.6.322-326","title":"Using Peer Review to Improve Student Writing in Business Courses","year":2006,"lang":"en","type":"article","venue":"Journal of Education for Business","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Peer feedback; Technical peer review; Peer review; Computer science; Peer-to-peer; Medical education; Psychology; Mathematics education; World Wide Web; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02689581,0.000729423,0.001089317,0.002314051,0.002010687,0.003634717,0.001487597,0.001153522,0.004951826],"category_scores_gemma":[0.1721615,0.0002954288,0.0005288415,0.001359729,0.001037229,0.002465236,0.003254514,0.001917704,0.002626684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006309659,"about_ca_system_score_gemma":0.002199726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002695033,"about_ca_topic_score_gemma":0.0006912832,"domain_scores_codex":[0.9532444,0.0297875,0.00222512,0.000939073,0.01276989,0.001034049],"domain_scores_gemma":[0.8369567,0.1077019,0.009027643,0.007525095,0.03229142,0.006497179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002858286,0.00247909,0.007655326,0.0007289488,0.00004577377,0.0003576832,0.01340934,0.0005297461,0.00804319,0.001279125,0.03572593,0.92946],"study_design_scores_gemma":[0.001145734,0.01917218,0.1959324,0.004216717,0.0005181161,0.007322373,0.0692514,0.01955266,0.1081973,0.03310893,0.5405924,0.0009897631],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7951857,0.003982971,0.07782498,0.01742811,0.004847881,0.001924531,0.0001388698,0.004461546,0.09420542],"genre_scores_gemma":[0.8450234,0.003083512,0.1258445,0.001859372,0.001321658,0.0007245545,0.0001701864,0.0006024756,0.02137036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02689581,"threshold_uncertainty_score":0.1422403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0662221502487459,"score_gpt":0.4615727496667562,"score_spread":0.3953505994180103,"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."}}