{"id":"W4407222194","doi":"10.1111/1911-3846.13020","title":"The effect of process monitoring on beyond‐the‐job process improvements","year":2025,"lang":"en","type":"article","venue":"Contemporary Accounting Research","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chartered Institute of Management Accountants; Institute of Management Accountants","keywords":"Process (computing); Process management; Business; Computer science","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":[0.006752363,0.0005682792,0.0003393686,0.0005121265,0.0006155604,0.001216337,0.0007210009,0.0007261847,0.003314301],"category_scores_gemma":[0.0619407,0.0003222116,0.0003405341,0.0003152899,0.0006512642,0.001011885,0.0009137862,0.001089287,0.0002127222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005184927,"about_ca_system_score_gemma":0.001009348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006002657,"about_ca_topic_score_gemma":0.000511896,"domain_scores_codex":[0.9934795,0.004152698,0.0005073511,0.0005528936,0.001030461,0.0002771142],"domain_scores_gemma":[0.7975361,0.1588214,0.02621681,0.01169533,0.003158095,0.002572416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02479684,0.04634545,0.2103002,0.001749701,0.000638875,0.0003736583,0.01072757,0.0175274,0.2020617,0.005050111,0.001668911,0.4787596],"study_design_scores_gemma":[0.001693676,0.06240584,0.7756677,0.000410664,0.0009740516,0.0002517209,0.003610332,0.03465451,0.1097141,0.004678171,0.005643731,0.0002954465],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961778,0.00005711049,0.001559446,0.0001162333,0.00002014007,0.00007878812,0.00002127585,0.00007237628,0.001896698],"genre_scores_gemma":[0.9966493,0.00003839498,0.002791957,0.00005932473,0.00001571683,0.00007795353,0.00001712572,0.00001161664,0.0003386056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006752363,"threshold_uncertainty_score":0.03571028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03525371960318929,"score_gpt":0.3534642594721693,"score_spread":0.31821053986898,"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."}}