{"id":"W2087824553","doi":"10.5539/ijef.v4n1p22","title":"Board Dynamics and Corporate Performance: Review of Literature, and Empirical Challenges","year":2011,"lang":"en","type":"article","venue":"International Journal of Economics and Finance","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Field (mathematics); Dynamics (music); Measure (data warehouse); Accounting; Key (lock); Duality (order theory); Process (computing); Business; Positive economics; Economics; Econometrics; Marketing; Psychology; Computer science; Political science; Law; Mathematics; Data mining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002289409,0.00008990744,0.0002186175,0.00008162218,0.0000215495,0.0000420728,0.0001317669,0.00003501867,0.000005564192],"category_scores_gemma":[0.00002353574,0.00007922803,0.00003366883,0.00004273158,0.00006767939,0.0007815671,0.00007024233,0.00009129217,0.000001182886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000126786,"about_ca_system_score_gemma":0.00001969801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000109478,"about_ca_topic_score_gemma":0.00001920805,"domain_scores_codex":[0.9994242,0.000002660912,0.0003409606,0.0001110851,0.00005290537,0.00006817663],"domain_scores_gemma":[0.9986441,0.00001239818,0.001014794,0.00005909046,0.000262026,0.000007614376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005410363,0.0001687806,0.2945669,0.00279783,0.0001676293,0.0000878654,0.000376069,0.00004089292,0.000005494724,0.3488685,0.001637177,0.3507418],"study_design_scores_gemma":[0.001182472,0.0001273104,0.8924761,0.005920491,0.00005340519,0.0001912029,0.00003208792,0.01180666,0.00002438838,0.02507246,0.06282439,0.0002890699],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624218,0.03434101,0.00001936226,0.001423149,0.000292766,0.00003993745,0.00001239972,0.0000014729,0.001448128],"genre_scores_gemma":[0.5808712,0.4182354,0.0001895613,0.0005265512,0.0001393263,6.517644e-7,0.000001536961,0.000004223201,0.00003150698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5979092,"threshold_uncertainty_score":0.3230825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05054798317813194,"score_gpt":0.2301762225992909,"score_spread":0.1796282394211589,"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."}}