{"id":"W3135905086","doi":"10.1093/rfs/hhab025","title":"Peer Effects in Corporate Governance Practices: Evidence from Universal Demand Laws","year":2021,"lang":"en","type":"article","venue":"Review of Financial Studies","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Corporate governance; Peer effects; Business; Selection (genetic algorithm); Economics; Law and economics; Accounting; Finance; Psychology; Social psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007914054,0.0001507307,0.0004872401,0.001848179,0.000809172,0.001562703,0.0009581334,0.0009256428,0.006378624],"category_scores_gemma":[0.05736577,0.0002757128,0.0004451734,0.003190723,0.003655045,0.002210644,0.002276707,0.001327869,0.0003200495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008096995,"about_ca_system_score_gemma":0.0006581224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01445101,"about_ca_topic_score_gemma":0.01164079,"domain_scores_codex":[0.9907309,0.004665007,0.0006524966,0.001878978,0.001466378,0.0006061841],"domain_scores_gemma":[0.7783243,0.1157572,0.08076188,0.01255725,0.00875656,0.003842838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001571089,0.0002950181,0.9523089,0.0002965487,0.0006612413,0.0002479664,0.003119008,0.0007576348,0.0002415946,0.01299,0.001247796,0.02767732],"study_design_scores_gemma":[0.00003237074,0.000129915,0.9882491,0.0001852422,0.0003051473,0.0001005852,0.002153965,0.000966579,0.0002796859,0.00488788,0.002694915,0.0000146422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787014,0.004166732,0.001915551,0.001901757,0.00003383443,0.00004759276,0.0004225653,0.00001903087,0.01279156],"genre_scores_gemma":[0.9987934,0.0006997511,0.00009495858,0.00008618942,0.00002724742,0.000009205153,0.00007892812,0.000003450103,0.0002069644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01445101,"threshold_uncertainty_score":0.04185402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06999109263512286,"score_gpt":0.2946092302246476,"score_spread":0.2246181375895247,"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."}}