{"id":"W4404160335","doi":"10.33423/jabe.v26i5.7338","title":"The Effects of Independent Non-Executive Directors (INED) on Company Performance – A Comparison of Family and Non- Family-Controlled Business","year":2024,"lang":"en","type":"article","venue":"Journal of Applied Business and Economics","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Family business; Business; Management; Executive compensation; Psychology; Accounting; Business administration; Corporate governance; Finance; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002520621,0.0002405582,0.00022554,0.0007799259,0.000510597,0.001032165,0.0003180796,0.000296384,0.002123952],"category_scores_gemma":[0.008301069,0.00008106784,0.0003081714,0.0004454003,0.0006430887,0.0005349039,0.0007247784,0.0005219093,0.0003499892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007560145,"about_ca_system_score_gemma":0.000783746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009109142,"about_ca_topic_score_gemma":0.01571461,"domain_scores_codex":[0.9984883,0.0006083439,0.0001169814,0.0001707265,0.0003076566,0.0003078576],"domain_scores_gemma":[0.9757764,0.005644872,0.01072352,0.0008407786,0.001615621,0.005398779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002762684,0.0002203188,0.9936325,0.000007101329,0.00003845068,0.00009101003,0.000384068,0.00005302597,0.0001112152,0.00005353026,0.00009067424,0.00504184],"study_design_scores_gemma":[0.000002607984,0.0001688834,0.9987024,0.00000541197,0.000009491647,0.00003759716,0.0007771731,0.0000638459,0.00006363922,0.00001624526,0.0001500247,0.000002698582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988972,0.0001192857,0.00001696919,0.00004401793,0.000004482372,0.000003885345,0.00003581859,6.916815e-7,0.0008775694],"genre_scores_gemma":[0.9994685,0.00004053663,0.00001510921,0.00001066584,0.000005630849,0.000001965152,0.00004566888,4.012822e-7,0.0004114904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009109142,"threshold_uncertainty_score":0.01811224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0088177070536545,"score_gpt":0.21323466222048,"score_spread":0.2044169551668255,"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."}}