{"id":"W2069991164","doi":"10.5539/ijbm.v8n10p1","title":"Directors’ Connections, Financial Resources and Performance: An In-Depth Analysis of Canadian Companies","year":2013,"lang":"en","type":"article","venue":"International Journal of Business and Management","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Politics; Business; Debt; Finance; Accounting; Connection (principal bundle); Political science","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":[0.0007497386,0.0003524381,0.0003484279,0.004687846,0.0042685,0.001861189,0.0007347514,0.0004671149,0.003624562],"category_scores_gemma":[0.00314186,0.0002198133,0.0004143671,0.009597628,0.0006093413,0.0008540705,0.001520328,0.000513811,0.0002250963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03460604,"about_ca_system_score_gemma":0.02902611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9910628,"about_ca_topic_score_gemma":0.9966834,"domain_scores_codex":[0.9991263,0.00006082883,0.00003471311,0.00006872068,0.0002926393,0.0004168506],"domain_scores_gemma":[0.9966872,0.000385895,0.0008495509,0.00007053672,0.001104548,0.0009022941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006803038,0.00006209531,0.9653921,0.00009699989,0.00004971876,0.0002834256,0.01202108,0.0002345691,0.000222426,0.001267512,0.002480839,0.01782118],"study_design_scores_gemma":[0.000002166516,0.00001013803,0.9873931,0.00003883401,0.00002025557,0.00003826766,0.008956504,0.0001846136,0.00003912818,0.00005220592,0.003253385,0.00001130104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921101,0.001021217,0.00005427538,0.0004007456,0.000005028552,0.00002497628,0.001628864,0.000003098899,0.004751687],"genre_scores_gemma":[0.9954885,0.0009975596,0.0001042537,0.00007202822,0.000006191189,0.00001147861,0.001106219,0.000002732794,0.002211091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03460604,"threshold_uncertainty_score":0.2510856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475727087807975,"score_gpt":0.2085565534449625,"score_spread":0.1937992825668828,"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."}}