{"id":"W1821885698","doi":"10.2139/ssrn.1082957","title":"IT Control Weaknesses, IT Governance and Firm Performance","year":2008,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Corporate governance; Business; Control (management); Accounting; Strengths and weaknesses; Industrial organization; Process management; Management; Economics; Finance; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005149716,0.0001649995,0.0001881496,0.00008299328,0.0005554016,0.00009590685,0.0002651399,0.00009886999,0.00008441767],"category_scores_gemma":[0.00005281516,0.0001442887,0.00005457354,0.0002188427,0.0001002217,0.002163524,0.00003900897,0.001020313,0.0002226401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001706273,"about_ca_system_score_gemma":0.000374584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008348921,"about_ca_topic_score_gemma":0.0003129888,"domain_scores_codex":[0.9980558,0.000004212621,0.0003123979,0.0001377225,0.0002531635,0.001236677],"domain_scores_gemma":[0.9993306,0.0000135173,0.000391883,0.0001307392,0.0001218646,0.00001136402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002812093,0.0001018956,0.101058,0.0001123436,0.0002145548,0.0000397326,0.0001703061,0.0001673676,0.0001199482,0.816496,0.02980981,0.05142886],"study_design_scores_gemma":[0.006741067,0.0002592284,0.1039586,0.0001490884,0.0001170953,0.003331578,0.002044296,0.00860207,0.00009797204,0.04862969,0.8249972,0.0010721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502811,0.002122807,0.001735949,0.01098498,0.0002927948,0.0001607625,0.000002109975,0.0001060407,0.0343134],"genre_scores_gemma":[0.9831895,0.01081468,0.00001229941,0.003362398,0.0005181528,0.000006659832,0.000002385814,0.00001378823,0.002080087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7951874,"threshold_uncertainty_score":0.5883921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006074837227737766,"score_gpt":0.1854297545828803,"score_spread":0.1793549173551425,"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."}}