{"id":"W4375948113","doi":"10.1111/1911-3846.12872","title":"Enterprise system implementation and cash flow volatility","year":2023,"lang":"en","type":"article","venue":"Contemporary Accounting Research","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University of California, Irvine; Bentley University; Syracuse University; McMaster University; Rensselaer Polytechnic Institute","keywords":"Cash flow; Volatility (finance); Implementation; Business; Operating cash flow; Finance; Debt; Cash management; Economics; Monetary economics; Industrial organization; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003027125,0.0001347669,0.0002025925,0.0007514593,0.0002833577,0.00177876,0.0003368311,0.0003402376,0.002219812],"category_scores_gemma":[0.01759751,0.00009122071,0.0001975217,0.0007639083,0.0004242318,0.001021343,0.00118512,0.0006338783,0.0001998934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006128642,"about_ca_system_score_gemma":0.000404813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008204135,"about_ca_topic_score_gemma":0.0007451597,"domain_scores_codex":[0.9977565,0.0007288187,0.0002673556,0.0001781751,0.0007349389,0.0003342044],"domain_scores_gemma":[0.9677612,0.008682051,0.01832009,0.001319718,0.002377234,0.001539634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003567091,0.000520709,0.9569838,0.00003846446,0.00009260554,0.0001494848,0.0007475814,0.002598492,0.002629257,0.002231566,0.0003153906,0.03333583],"study_design_scores_gemma":[0.000006244758,0.000351254,0.9931889,0.00002083062,0.00001816946,0.00006303297,0.0005920734,0.002930601,0.001412337,0.0006483718,0.0007555021,0.00001277593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982876,0.00003334132,0.0003938166,0.00004748248,0.000002974949,0.000006591978,0.00002563359,0.000007771664,0.001194707],"genre_scores_gemma":[0.9996093,0.00001092808,0.0001405154,0.000005762247,0.00000463794,0.000002887275,0.00002724902,0.000001332393,0.000197473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003027125,"threshold_uncertainty_score":0.01600915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07586747689715222,"score_gpt":0.3324759245406878,"score_spread":0.2566084476435356,"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."}}