{"id":"W2035432137","doi":"10.1506/ghg2-rk3t-m5lp-8qj4","title":"CMA Candidate Attributes and Performance: Some Implications*","year":2005,"lang":"en","type":"article","venue":"Canadian Accounting Perspectives","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Accounting; Certification; Psychology; Final examination; Medical education; Actuarial science; Mathematics education; Medicine; Business; Management; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003182679,0.0002272019,0.0001785449,0.0006153336,0.0007376188,0.0007877654,0.0002912475,0.00009160358,0.0004634155],"category_scores_gemma":[0.0002460925,0.0002398132,0.00005286113,0.000494001,0.0001438419,0.002746998,0.00006860938,0.0001966746,0.0005277566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003586209,"about_ca_system_score_gemma":0.0002417093,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02907421,"about_ca_topic_score_gemma":0.03223081,"domain_scores_codex":[0.9986165,0.000005101629,0.0002210427,0.0004352737,0.0001650297,0.0005570368],"domain_scores_gemma":[0.9991053,0.00003817243,0.00015204,0.0002897444,0.000342046,0.00007268163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001387718,0.00005592589,0.728332,0.0001246085,0.00006410647,0.000002224248,0.001640656,0.00004725181,0.0001795155,0.1206079,0.1104762,0.03845565],"study_design_scores_gemma":[0.0002787433,0.000004514801,0.570897,0.00003158054,0.00003843725,0.000009254362,0.00460675,0.0008887172,0.00001948947,0.0006033308,0.4222012,0.0004209128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422732,0.0009253838,0.000008999958,0.02616555,0.0002850127,0.0002167628,0.00001400959,0.0001884157,0.02992269],"genre_scores_gemma":[0.987057,0.00007062085,0.0001316402,0.008801395,0.003035957,0.00003530707,0.00004104504,0.00004068292,0.0007863897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.311725,"threshold_uncertainty_score":0.9854285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108777106563207,"score_gpt":0.2236152883509906,"score_spread":0.2125275172853586,"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."}}