{"id":"W3116902742","doi":"10.5539/ass.v17n1p98","title":"Factors Affecting the Success in Certified Public Accountant Exam in Kuwait","year":2020,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Psychology; Scope (computer science); Medical education; Sample (material); Entrance exam; Accounting; Population; Curriculum; Medicine; Business; Management; Pedagogy; Computer science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009423717,0.0001198243,0.0001286287,0.0001940704,0.000528699,0.001018902,0.0008196724,0.00004747848,0.0001122604],"category_scores_gemma":[0.0007118551,0.00008992642,0.0000407452,0.003739985,0.0002643862,0.00200866,0.000191148,0.0002288643,0.00005644541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122886,"about_ca_system_score_gemma":0.0001311838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008969727,"about_ca_topic_score_gemma":0.0008721608,"domain_scores_codex":[0.998552,0.00001664417,0.0002013179,0.0003235478,0.0004742046,0.0004323254],"domain_scores_gemma":[0.9996195,0.00004112366,0.0001440729,0.0001044892,0.00007050305,0.00002033036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000701939,0.00006052485,0.927389,0.00003477608,0.00000302583,0.000003729064,0.01256104,0.000002061308,0.0006763929,0.01634629,0.001886873,0.04102924],"study_design_scores_gemma":[0.0001381321,0.000001790318,0.9608124,0.00000863371,0.000003016193,9.296097e-8,0.03248495,0.0001622622,0.00003510757,0.0002942483,0.005916325,0.0001430335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8555001,0.00000743108,0.00001065816,0.02150064,0.000380256,0.0001680864,3.586028e-7,0.00006185497,0.1223706],"genre_scores_gemma":[0.9947639,4.405256e-7,0.000003281314,0.00454167,0.0006522476,0.000008030007,0.000002589846,0.00001009807,0.00001782087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1392637,"threshold_uncertainty_score":0.9825295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06543885862439948,"score_gpt":0.2815078777787181,"score_spread":0.2160690191543186,"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."}}