{"id":"W2356362247","doi":"","title":"Characteristics and Reference of Financial Management and Internal Audit of Canadian Universities","year":2012,"lang":"en","type":"article","venue":"Journal of Nanjing Institute of Industry Technology","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accounting; Internal audit; Business; Audit; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001434883,0.00005553468,0.0001732234,0.0008804819,0.00001778292,0.00000250343,0.0000912787,0.0002081984,0.00001434565],"category_scores_gemma":[0.00003436275,0.00005648207,0.00001292857,0.0002124286,0.0001313786,0.0001763745,0.00002960635,0.0002570861,1.086282e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004899965,"about_ca_system_score_gemma":0.00009104854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001295981,"about_ca_topic_score_gemma":0.0001235831,"domain_scores_codex":[0.9995092,0.000005948717,0.0002864372,0.00003095052,0.0000788761,0.00008864178],"domain_scores_gemma":[0.999557,0.00000620286,0.0002036254,0.00005703576,0.0001245029,0.00005160671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001681663,0.0002617463,0.3850542,0.002169122,0.000899764,0.0001536397,0.004683736,0.07088082,0.01507437,0.3618692,0.004297861,0.1544873],"study_design_scores_gemma":[0.007101836,0.00127539,0.7531051,0.006325408,0.0008981868,0.001338079,0.01143516,0.02576088,0.06239846,0.002050071,0.1269711,0.001340372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943315,0.0002130252,0.003189862,0.0001083427,0.0002353381,0.00002971374,0.00001111188,0.000006658994,0.001874435],"genre_scores_gemma":[0.993659,0.0004617584,0.005784524,0.000007957105,0.00002091766,1.749329e-7,7.463822e-7,0.000003527261,0.00006140627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3680509,"threshold_uncertainty_score":0.2303272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316724703754449,"score_gpt":0.2318520674531855,"score_spread":0.208684820415641,"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."}}