{"id":"W2589731416","doi":"10.1080/09639284.2017.1292465","title":"Impact of group exams in a graduate intermediate accounting class","year":2017,"lang":"en","type":"article","venue":"Accounting Education","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Teamwork; Psychology; Variety (cybernetics); Class (philosophy); Cooperative learning; Mathematics education; Accounting; Graduate students; Management accounting; Medical education; Teaching method; Pedagogy; Computer science; Statistics; Management; Business; Economics; Medicine; Mathematics","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001258489,0.000322953,0.0003744424,0.0007626602,0.0004402662,0.00124945,0.001021123,0.0001445682,0.0001521838],"category_scores_gemma":[0.00150681,0.0003149397,0.0002164945,0.0004760604,0.0001578042,0.004449611,0.0002980188,0.0003458603,0.0001835894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002271678,"about_ca_system_score_gemma":0.0002497358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01347577,"about_ca_topic_score_gemma":0.0007543841,"domain_scores_codex":[0.9978365,0.0000160467,0.0006712702,0.0004931464,0.0004608772,0.0005221518],"domain_scores_gemma":[0.9968165,0.00007166558,0.001639924,0.000917629,0.0005314214,0.00002288055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000263829,0.0003126601,0.9449549,0.0001660104,0.00002587861,9.070613e-7,0.0002787826,0.00001677139,0.0006968988,0.001499927,0.008467318,0.04355361],"study_design_scores_gemma":[0.0004636505,0.00001026591,0.9921117,0.0002755816,0.00003922016,0.000002204188,0.001055417,0.0009384432,0.00002716251,0.001619146,0.003117291,0.0003399622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980782,0.00004891666,0.00002550981,0.0008088528,0.002781133,0.0003348564,0.000002239497,0.0001020879,0.01511441],"genre_scores_gemma":[0.9962491,0.00001217593,0.0001003522,0.0009701452,0.002312706,0.00007080907,0.00008118863,0.00006300612,0.0001404575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0471568,"threshold_uncertainty_score":0.9999303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03216607556986271,"score_gpt":0.3118080647491694,"score_spread":0.2796419891793067,"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."}}