{"id":"W2011864238","doi":"10.1108/02756660510608486","title":"Corporate governance reforms: profiling at its worst","year":2005,"lang":"en","type":"article","venue":"Journal of Business Strategy","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Corporate governance; Accounting; Profiling (computer programming); Business; Originality; Salient; Value (mathematics); Public relations; Psychology; Political science; Computer science; Finance","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":[0.0004404048,0.0002889969,0.0004496488,0.0001398108,0.0001870418,0.0002409191,0.0004676107,0.0001067277,0.0002767877],"category_scores_gemma":[0.0001159197,0.0002292117,0.0001371032,0.001103238,0.0000585793,0.004213336,0.0001116302,0.0002912796,0.0004753169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002152852,"about_ca_system_score_gemma":0.0001698591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007300935,"about_ca_topic_score_gemma":0.0001974026,"domain_scores_codex":[0.9979331,0.000007469175,0.0008337265,0.0002421729,0.0005729294,0.0004105553],"domain_scores_gemma":[0.9949003,0.00001908708,0.003551898,0.0002350689,0.001265563,0.00002801389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00520353,0.001971699,0.3201769,0.002993023,0.0004620179,0.002831122,0.0001766634,0.1683327,0.05975385,0.1974704,0.1108827,0.1297455],"study_design_scores_gemma":[0.00346356,0.00007228306,0.7365649,0.0007999106,0.0001504782,0.0003069671,0.0001103012,0.004866176,0.003342137,0.002543422,0.2468035,0.0009763907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847159,0.001236752,0.0003492586,0.002461567,0.0007717946,0.0001556812,0.00001119935,0.00004159853,0.01025618],"genre_scores_gemma":[0.9920121,0.000422191,0.0003012285,0.0008402718,0.004255975,0.000003982149,0.000007229326,0.00004126489,0.002115781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4163879,"threshold_uncertainty_score":0.9346982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03947025463834939,"score_gpt":0.2232277095087225,"score_spread":0.1837574548703731,"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."}}