{"id":"W2206430552","doi":"10.82308/51495","title":"The effects of audio-taped feedback on ESL graduate student writing","year":2003,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Graduate students; Computer science; Higher education; Psychology; Medical education; Pedagogy; Mathematics education; Multimedia; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003669792,0.0004128572,0.0004802586,0.0001375598,0.00396796,0.0002162259,0.001017986,0.0002194386,0.00009605494],"category_scores_gemma":[0.002592867,0.0003404772,0.0003269859,0.0008269279,0.0003827165,0.0004693246,0.0001828652,0.0007451736,0.0002804149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004977899,"about_ca_system_score_gemma":0.00006511647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00025227,"about_ca_topic_score_gemma":0.0005356101,"domain_scores_codex":[0.9942065,0.001507374,0.0007072631,0.0006365018,0.001907767,0.001034581],"domain_scores_gemma":[0.9958586,0.002471604,0.0004428784,0.0005963803,0.0003221057,0.0003084126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007636299,0.0005770533,0.004085719,0.00008326098,0.0002904716,0.00004005386,0.0004279948,0.000008890488,0.009593074,0.9388998,0.00005598664,0.04586138],"study_design_scores_gemma":[0.01197583,0.002545241,0.1741489,0.001585086,0.0008384102,0.00001486068,0.04912007,0.00001299707,0.1494544,0.09922419,0.5069395,0.004140499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7744705,0.0001781177,1.811412e-7,0.0001175748,0.001307969,0.0007799504,0.00001659085,0.0001293049,0.2229998],"genre_scores_gemma":[0.9947682,0.0006998563,0.0001791934,0.0002982864,0.00008563307,0.00008957872,0.000003502458,0.00006029968,0.003815429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8396755,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02948436753643898,"score_gpt":0.3092915513043904,"score_spread":0.2798071837679514,"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."}}