{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01361574,0.0005974817,0.0005152429,0.002751775,0.002992108,0.003797777,0.00240708,0.001668571,0.0144027],"category_scores_gemma":[0.08412763,0.0002461807,0.0005943041,0.005504044,0.004802475,0.002596397,0.002275665,0.001852973,0.000726998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006253313,"about_ca_system_score_gemma":0.01064822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1949141,"about_ca_topic_score_gemma":0.2105386,"domain_scores_codex":[0.9922079,0.004563621,0.0003089703,0.0006650757,0.001589605,0.0006648259],"domain_scores_gemma":[0.8922673,0.07485542,0.007867703,0.001933675,0.01276545,0.0103103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003683171,0.0003548741,0.873804,0.0002196619,0.00009923275,0.0007853656,0.004092101,0.0005544582,0.00008344656,0.02923473,0.02263332,0.06777042],"study_design_scores_gemma":[0.00005800197,0.0002493099,0.9432986,0.0006433408,0.00009574434,0.0002820477,0.02502005,0.002785104,0.0001483936,0.01461097,0.01273043,0.00007808176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6659465,0.01034558,0.001757116,0.2769807,0.001324404,0.0001331921,0.001265793,0.00004695224,0.0421998],"genre_scores_gemma":[0.9907249,0.001930572,0.0007566343,0.00338624,0.0005937985,0.00005305779,0.0002294256,0.00001244039,0.002312985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1949141,"threshold_uncertainty_score":0.3875592,"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."}}