{"id":"W2116357934","doi":"10.5539/hes.v4n5p18","title":"Bridging the Gap between Accounting Students and the Profession: A Case Study","year":2014,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Accounting; Psychology; Memorization; Mathematics education; Pedagogy; Medical education; Medicine; Business","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":[0.007668192,0.000714432,0.0007901825,0.002129541,0.02302496,0.006258261,0.002556692,0.006739973,0.004589709],"category_scores_gemma":[0.01368286,0.0007050833,0.000691909,0.002097102,0.006857573,0.004691503,0.008477765,0.00649613,0.0006643951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004954827,"about_ca_system_score_gemma":0.00884083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007543517,"about_ca_topic_score_gemma":0.02001562,"domain_scores_codex":[0.9906505,0.005601548,0.0002573915,0.0004111825,0.0009483679,0.002130894],"domain_scores_gemma":[0.9867127,0.007239888,0.0009125978,0.0004147863,0.0009617375,0.003758305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"case_report","study_design_scores_codex":[0.0002371173,0.006151385,0.03334499,0.0003591179,0.00002627881,0.07325754,0.8152907,0.0005757757,0.001461072,0.01620121,0.005239611,0.04785514],"study_design_scores_gemma":[0.00003389066,0.0007469375,0.004155754,0.000244662,0.00002172526,0.01358378,0.9485613,0.0007518825,0.0008537864,0.001553217,0.02944962,0.00004363166],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809589,0.0005603994,0.001951152,0.007395649,0.0001502521,0.0001781162,0.00002439006,0.00001875921,0.008762367],"genre_scores_gemma":[0.9893634,0.0009527511,0.002210815,0.001789258,0.00007994461,0.000121081,0.00001750769,0.00001299994,0.005452279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02302496,"threshold_uncertainty_score":0.04055381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06460808745407715,"score_gpt":0.3697330644329465,"score_spread":0.3051249769788693,"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."}}