{"id":"W2478420225","doi":"10.3968/8536","title":"Study on Internal Audit of Purchasing Cost Control in Decoration Projects","year":2016,"lang":"en","type":"article","venue":"Canadian social science","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Purchasing; Business; Control (management); Audit; Cost control; Purchasing process; Process (computing); Purchasing management; Cost accounting; Marketing; Process management; Operations management; Accounting; Risk analysis (engineering); Computer science; Economics; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005953724,0.0002045278,0.0002854143,0.003016999,0.001257038,0.002111884,0.0004687035,0.0004590177,0.001595409],"category_scores_gemma":[0.02778607,0.0002006451,0.0003000151,0.003034883,0.0008848534,0.001334307,0.0007958576,0.0009294425,0.0001425913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004785474,"about_ca_system_score_gemma":0.008192794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02304854,"about_ca_topic_score_gemma":0.02042479,"domain_scores_codex":[0.9910724,0.003264695,0.000746899,0.0004051783,0.003427714,0.001083054],"domain_scores_gemma":[0.9429578,0.01910104,0.0132392,0.002070822,0.0205641,0.002067111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002389999,0.0007837625,0.7704288,0.0004148237,0.00006231225,0.0007309289,0.02023908,0.001540689,0.001467598,0.00931507,0.003286396,0.1914915],"study_design_scores_gemma":[0.00001113949,0.000311166,0.9589136,0.0003218763,0.00005647826,0.000396523,0.02527989,0.003523752,0.00162772,0.001005587,0.008494433,0.00005773678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807073,0.0004891122,0.00186409,0.000705206,0.00003670329,0.0001281892,0.0000809587,0.00001946503,0.01596885],"genre_scores_gemma":[0.9970815,0.0003235538,0.0006737639,0.00006522756,0.0000108507,0.00001990773,0.00006037709,0.000003480716,0.001761459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02304854,"threshold_uncertainty_score":0.04582876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03551686384457805,"score_gpt":0.278482121642317,"score_spread":0.2429652577977389,"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."}}