{"id":"W6904751953","doi":"10.14288/1.0435215","title":"Essays in empirical corporate finance","year":2023,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Proxy (statistics); Incentive; Shareholder; Corporate finance; Corporate governance; Principal–agent problem; Inequality; Empirical evidence; Shareholder value","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006979536,0.0009876936,0.001241337,0.005193559,0.002357365,0.005812353,0.0008666736,0.002405899,0.01488476],"category_scores_gemma":[0.04607314,0.0003993737,0.0009350966,0.006080383,0.006000526,0.006830677,0.002209765,0.005582185,0.003815007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003612802,"about_ca_system_score_gemma":0.001892486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00163232,"about_ca_topic_score_gemma":0.001440084,"domain_scores_codex":[0.9957508,0.001895901,0.0002915436,0.0005391762,0.001301382,0.0002212813],"domain_scores_gemma":[0.9436848,0.0447248,0.001894468,0.002592959,0.005726619,0.001376413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005098617,0.0000833302,0.002101535,0.0004277969,0.0000615602,0.00008568612,0.001468154,0.0005138959,0.0001144498,0.1757278,0.7304701,0.08889467],"study_design_scores_gemma":[0.00002076089,0.00003285375,0.003914998,0.001341443,0.00001714909,0.0001004965,0.00103303,0.0006028516,0.00007856305,0.1279844,0.8648444,0.00002900675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.008438452,0.3003574,0.01229485,0.43756,0.08411136,0.00009528673,0.001524708,0.0003053944,0.1553126],"genre_scores_gemma":[0.2039213,0.2671899,0.01243213,0.09030663,0.2627085,0.0005375541,0.003059429,0.0009183785,0.1589262],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01488476,"threshold_uncertainty_score":0.0497945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611061919393988,"score_gpt":0.1872819766824751,"score_spread":0.1611713574885352,"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."}}