{"id":"W1510255914","doi":"10.1108/02621710410558459","title":"Top managers' national diversity and boundary spanning","year":2004,"lang":"en","type":"article","venue":"Journal of Management Development","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Internationalization; Multinational corporation; Nomological network; Diversity (politics); Boundary spanning; Business; Sample (material); Diversity management; Economic geography; Marketing; Industrial organization; Knowledge management; Economics; Political science; International trade; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001437896,0.0001205512,0.0002021728,0.001027513,0.0008374882,0.0009354171,0.0001913678,0.0001748443,0.002251938],"category_scores_gemma":[0.004955121,0.00009825369,0.00008614774,0.0007919971,0.0004182619,0.0006112613,0.001064608,0.0002786432,0.000150076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000367887,"about_ca_system_score_gemma":0.0003324692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004587958,"about_ca_topic_score_gemma":0.009365747,"domain_scores_codex":[0.9993938,0.0001862759,0.00003455611,0.00006451832,0.0001372728,0.0001836016],"domain_scores_gemma":[0.9961888,0.0008528511,0.00166669,0.0001234364,0.0002536604,0.0009144963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004046438,0.00007729443,0.9913961,0.000007524716,0.00001582824,0.00004087824,0.003079993,0.00007345947,0.0002414399,0.0002658457,0.0001212762,0.004639913],"study_design_scores_gemma":[0.000004582743,0.00004827114,0.9926735,0.0000101613,0.000006938927,0.0000555474,0.006447398,0.000157013,0.00007771849,0.0001715528,0.0003439891,0.000003323516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995337,0.00001768781,0.00001603649,0.00001306979,5.782974e-7,0.00000118484,0.00001358802,2.356076e-7,0.0004039696],"genre_scores_gemma":[0.9998327,0.00001749435,0.0000194911,0.000006403125,0.000001616933,0.000002316737,0.00002147501,2.040947e-7,0.00009807437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004587958,"threshold_uncertainty_score":0.009122491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08363956898993401,"score_gpt":0.283915727315681,"score_spread":0.200276158325747,"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."}}