{"id":"W1880604054","doi":"","title":"Improving Saudi Technical College students Skills in Accounting Courses","year":2014,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medical education; Psychology; Data collection; Statistical analysis; Mathematics education; Medicine; Geography; Sociology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002298525,0.0004564601,0.0001590963,0.000860963,0.001300266,0.00201432,0.0004866579,0.0004845652,0.01847523],"category_scores_gemma":[0.009014109,0.0001276267,0.0002308375,0.0007135685,0.0003181211,0.000925608,0.001458071,0.000782778,0.0037968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108155,"about_ca_system_score_gemma":0.004360309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006483145,"about_ca_topic_score_gemma":0.01577405,"domain_scores_codex":[0.9989428,0.0002311377,0.00004645656,0.00008519039,0.000338431,0.0003560466],"domain_scores_gemma":[0.9921384,0.0009257898,0.0009058617,0.0004036862,0.002669092,0.002957122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005033475,0.009334041,0.1742166,0.0004358744,0.00002988611,0.0004235095,0.01354645,0.000775923,0.01527823,0.002243718,0.02798332,0.7552291],"study_design_scores_gemma":[0.0001488205,0.003580884,0.8152376,0.0004042546,0.0001127068,0.0004635818,0.03121617,0.002555963,0.02404744,0.001881437,0.120282,0.00006910317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818316,0.0001906616,0.0007320606,0.001611459,0.00008210191,0.000156,0.00008715375,0.00007032884,0.01523875],"genre_scores_gemma":[0.9817507,0.0003894974,0.00288158,0.0005590606,0.00003486998,0.00006660009,0.000166097,0.00001551701,0.01413605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01847523,"threshold_uncertainty_score":0.06180584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692667134144245,"score_gpt":0.3137881453817605,"score_spread":0.296861474040318,"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."}}