{"id":"W2278382678","doi":"10.1017/cbo9781139053327","title":"Challenging Boardroom Homogeneity","year":2015,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Corporate Governance and Law","field":"Business, Management and Accounting","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Corporate governance; Discretion; Accounting; Politics; Norwegian; Diversity (politics); Business; Corporate social responsibility; Content analysis; Gender diversity; Political science; Public relations; Sociology; Law; Finance; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001942381,0.0004565066,0.0004956407,0.0002437124,0.0002631666,0.0001905263,0.0007478423,0.0003559483,0.00001009916],"category_scores_gemma":[0.00001636696,0.0005460341,0.0002453337,0.0000384978,0.0001445841,0.000544128,0.0008617881,0.0004665533,0.0002176644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003839577,"about_ca_system_score_gemma":0.0002506938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008785664,"about_ca_topic_score_gemma":0.00003310369,"domain_scores_codex":[0.9982965,0.00001155277,0.0001990547,0.000596014,0.0004704166,0.0004264533],"domain_scores_gemma":[0.9984056,0.00001939152,0.0005108909,0.0006373504,0.0003777375,0.0000489914],"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":[0.00004578246,0.00001180472,0.00001125734,0.0001931683,0.0000622617,0.0003079976,0.000006417374,0.000006704032,0.000005512809,0.4473294,0.5512122,0.0008075112],"study_design_scores_gemma":[0.000624913,0.000007780611,0.00004386275,0.0001784067,0.0002631536,0.000003878422,0.00004061924,0.0001969245,0.00001145732,0.00006264952,0.9979479,0.0006184514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006192584,0.0003421578,0.0001092077,0.00003824722,0.0006634205,0.0003544817,0.00008966628,0.0003248501,0.9974587],"genre_scores_gemma":[0.001912865,0.00005333986,0.00001336362,0.0003386275,0.0021602,0.000001152247,0.0001982643,0.00007562321,0.9952466],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4472667,"threshold_uncertainty_score":0.9996991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025938113265004,"score_gpt":0.1849374319451051,"score_spread":0.1546780508124551,"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."}}