{"id":"W2049433997","doi":"10.3200/joeb.79.3.176-178","title":"Using Professional Teaching Assistants to Support Large Group Business Communication Classes","year":2004,"lang":"en","type":"article","venue":"Journal of Education for Business","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Grading (engineering); Mathematics education; Business communication; Computer science; Teaching method; Teaching assistant; Pedagogy; Psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001832361,0.0001231332,0.0002262384,0.0002799507,0.001142631,0.0002104368,0.0004762136,0.00009402806,0.00007769191],"category_scores_gemma":[0.0007617399,0.0001117629,0.00007920573,0.0007346143,0.00005914335,0.001064739,0.00006044433,0.0001843178,0.000006824457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005181138,"about_ca_system_score_gemma":0.002696528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000246681,"about_ca_topic_score_gemma":0.0003633148,"domain_scores_codex":[0.9983791,0.0001302891,0.0005052402,0.0001303217,0.0005761352,0.0002788986],"domain_scores_gemma":[0.9969628,0.0001308032,0.0006227736,0.0001621159,0.00198095,0.0001405959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001238163,0.0180786,0.3477733,0.0006118936,0.0004422938,0.0000102071,0.1097226,0.001188524,0.01814463,0.3776794,0.07621753,0.04889283],"study_design_scores_gemma":[0.001929606,0.0000977423,0.7539275,0.0008972792,0.0001441962,0.00002006132,0.03703638,0.000008761655,0.00006930101,0.006707827,0.1987606,0.0004007799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536992,0.0001404061,0.02162023,0.01288221,0.006040889,0.0005969114,0.000009094013,0.00002463133,0.004986474],"genre_scores_gemma":[0.9714624,0.00004308485,0.02609347,0.0004287651,0.001057765,0.00001682174,0.00002880368,0.00001930354,0.0008495499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4061542,"threshold_uncertainty_score":0.8788307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07617504651563431,"score_gpt":0.4551063826696307,"score_spread":0.3789313361539963,"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."}}