{"id":"W3164125223","doi":"10.1093/rfs/hhab064","title":"Director Appointments: It Is Who You Know","year":2021,"lang":"en","type":"article","venue":"Review of Financial Studies","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Shareholder; Diversity (politics); Business; Accounting; Public relations; Corporate governance; Marketing; Finance; Political science; Law","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":[0.002119057,0.0001268153,0.0002457792,0.001216244,0.001045235,0.002867165,0.0004490219,0.0004651705,0.01656071],"category_scores_gemma":[0.01716124,0.0001386812,0.0001511096,0.002361431,0.0004127552,0.001598992,0.001111449,0.001003621,0.004287842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001132796,"about_ca_system_score_gemma":0.001216399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01181252,"about_ca_topic_score_gemma":0.02773216,"domain_scores_codex":[0.9968159,0.001149897,0.0002250085,0.0004036922,0.0009267481,0.0004787917],"domain_scores_gemma":[0.9865911,0.003061798,0.005412245,0.0005273405,0.002377732,0.002029866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001980141,0.0001302114,0.6820949,0.0004886471,0.00008361249,0.0001761513,0.004382223,0.0001687048,0.0002987413,0.004161698,0.1621226,0.1456944],"study_design_scores_gemma":[0.00002573724,0.0001093235,0.7005034,0.0005790708,0.00009713456,0.0002356823,0.0185973,0.0002746207,0.0004814128,0.001304252,0.2777595,0.00003252093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.747201,0.01447487,0.002359303,0.03461907,0.00211773,0.0001961981,0.01471939,0.0001408943,0.1841714],"genre_scores_gemma":[0.9603669,0.005113936,0.001008649,0.003315547,0.001227235,0.0001195389,0.003597238,0.00004480232,0.02520618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01656071,"threshold_uncertainty_score":0.05540109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03609745622240237,"score_gpt":0.2809199200407357,"score_spread":0.2448224638183333,"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."}}