{"id":"W3121382401","doi":"10.1111/fima.12365","title":"Powerful Independent Directors","year":2014,"lang":"en","type":"preprint","venue":"Financial Management","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Arkansas High Performance Computing Center, University of Arkansas; Arkansas Science and Technology Authority; National Science Foundation","keywords":"Credibility; Shareholder; Business; Converse; Earnings; Accounting; Shareholder value; Accountability; Cash flow; Centrality; Value (mathematics); Free cash flow; Power (physics); Corporate governance; Finance; Political science; Statistics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004956961,0.0006644869,0.0006560321,0.0004284548,0.0001796802,0.0004768261,0.001098529,0.0003474333,0.0003578362],"category_scores_gemma":[0.00007634848,0.000698082,0.0003321744,0.0004780895,0.0000641708,0.0004002885,0.002594562,0.0006592303,0.003433782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001605751,"about_ca_system_score_gemma":0.00005519783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009090821,"about_ca_topic_score_gemma":0.0002926332,"domain_scores_codex":[0.9968057,0.00001435916,0.0006201676,0.001116557,0.0007715277,0.0006716346],"domain_scores_gemma":[0.9978013,0.00001490486,0.000914122,0.001082246,0.0001638999,0.00002349906],"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":[0.000268118,0.0005815807,0.05610946,0.005220297,0.0001986423,0.0006266673,0.00005724025,0.004921162,0.00001174717,0.2311646,0.58218,0.1186605],"study_design_scores_gemma":[0.0004954936,0.000008639259,0.3078546,0.0003661794,0.0001305725,4.578559e-7,0.000005956662,0.0003917358,0.000004908197,0.01300961,0.6770617,0.0006701064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5493506,0.0006045444,0.02190205,0.002255346,0.0196054,0.003201919,0.00009599794,0.001169062,0.4018151],"genre_scores_gemma":[0.9825366,0.0001375245,0.0002615527,0.004623351,0.005014581,0.0001873998,0.0001641415,0.0001015474,0.006973284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4331861,"threshold_uncertainty_score":0.999547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194270470204712,"score_gpt":0.2040546126731131,"score_spread":0.1921119079710659,"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."}}