{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000711767,0.0001282676,0.0002181524,0.004334493,0.001730417,0.001632592,0.0004905709,0.0002840466,0.00478762],"category_scores_gemma":[0.003413293,0.0001070027,0.0002754724,0.0107034,0.0007818428,0.0008311971,0.001679682,0.0003763341,0.0004377094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00159892,"about_ca_system_score_gemma":0.001236042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1547175,"about_ca_topic_score_gemma":0.2533563,"domain_scores_codex":[0.9989356,0.0003958345,0.00004455194,0.0001388036,0.000306339,0.0001788677],"domain_scores_gemma":[0.9960854,0.001236253,0.001087255,0.00013281,0.0009606479,0.0004976877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004541787,0.00004827806,0.9625003,0.00004567023,0.00006315156,0.0002279199,0.009456858,0.0003441233,0.0001563612,0.005708267,0.002177013,0.01922649],"study_design_scores_gemma":[0.000003543054,0.00001997379,0.9698614,0.00002718958,0.00003893249,0.0001380739,0.02010448,0.0006684449,0.00003328231,0.0005258835,0.008572654,0.000006251188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979701,0.000835058,0.0002657684,0.000538306,0.00001239341,0.00001616803,0.000565178,0.000005585775,0.01806039],"genre_scores_gemma":[0.9975911,0.0005454592,0.0002057265,0.00003394152,0.00002038315,0.00001282176,0.000365948,0.000002844456,0.001221824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1547175,"threshold_uncertainty_score":0.3076338,"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."}}