{"id":"W2183500712","doi":"10.3968/7840","title":"On the Analysis of the Effective Implementation of Peer Feedback in Non-English Majors’ Writing","year":2015,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peer feedback; Computer science; Process (computing); Checklist; Second language writing; Key (lock); Mathematics education; Psychology; Second language; Cognitive psychology; Linguistics","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":[0.02503106,0.0003135749,0.0005407618,0.003144266,0.001018756,0.001996526,0.0008805353,0.0004824531,0.002180711],"category_scores_gemma":[0.1483472,0.0001525466,0.0006357545,0.0018197,0.0009754262,0.001604078,0.001025121,0.0006006002,0.0003032809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001930739,"about_ca_system_score_gemma":0.004048937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001589551,"about_ca_topic_score_gemma":0.002173246,"domain_scores_codex":[0.9625146,0.02154295,0.003311665,0.001230593,0.01025934,0.001140966],"domain_scores_gemma":[0.7443241,0.1908206,0.01794683,0.003905981,0.03879728,0.004205188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008317579,0.001241921,0.30991,0.003200907,0.0002569633,0.0009734219,0.08831941,0.0007184595,0.004713636,0.003857371,0.001452523,0.5845235],"study_design_scores_gemma":[0.00008588048,0.003044642,0.8755363,0.001991641,0.0003477606,0.0009730082,0.08706366,0.003489661,0.008365343,0.00221975,0.01677337,0.0001090175],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740682,0.001515292,0.006201848,0.0004692677,0.00004991382,0.0006868857,0.00008489379,0.00003971484,0.01688406],"genre_scores_gemma":[0.9960786,0.0005181619,0.002030238,0.0000398294,0.00001432042,0.0001341384,0.00004758116,0.000007296905,0.001129781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02503106,"threshold_uncertainty_score":0.1323785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900647425412096,"score_gpt":0.3905347368462103,"score_spread":0.3715282625920893,"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."}}