{"id":"W2122244455","doi":"","title":"North American Corporate Directors and Educational Affiliations: A Geographical Analysis","year":2008,"lang":"en","type":"article","venue":"Geographical research forum/Geography research forum","topic":"Elite Sociology and Global Capitalism","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Nipissing University","funders":"","keywords":"Corporation; Corporate governance; Scrutiny; Variety (cybernetics); Elite; Shareholder; Political science; Public relations; Business; Finance; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.01147262,0.0004976807,0.0009007114,0.008645005,0.01148801,0.0004429931,0.001676783,0.0005746903,0.0004202042],"category_scores_gemma":[0.005896054,0.0004759629,0.00112289,0.04344385,0.03749627,0.0007166409,0.0008806119,0.003740976,0.0001109797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001785737,"about_ca_system_score_gemma":0.001216132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03367301,"about_ca_topic_score_gemma":0.09337468,"domain_scores_codex":[0.9803356,0.006261326,0.0008462547,0.001800605,0.00580741,0.004948822],"domain_scores_gemma":[0.9864446,0.005937329,0.0002778808,0.001090435,0.003823057,0.002426716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001867485,0.0004860049,0.8959146,0.00001783412,0.0007868106,0.00004436642,0.001133151,0.000004474037,0.000004254992,0.09055185,0.008226934,0.002642926],"study_design_scores_gemma":[0.0004412366,0.000611353,0.9073246,0.00001982474,0.00009229536,0.00000998586,0.005997475,0.00003824304,0.000003249526,0.05122617,0.03374848,0.0004870582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424662,0.00441968,0.00002861119,0.04470492,0.0001675228,0.001348611,0.0002802921,0.0002183548,0.006365824],"genre_scores_gemma":[0.9673803,0.02998825,0.0003966273,0.0004312615,0.000316402,0.0006410649,0.0003385718,0.00004444773,0.0004630961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05970166,"threshold_uncertainty_score":0.9997692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08875165286200234,"score_gpt":0.4152944308505205,"score_spread":0.3265427779885182,"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."}}