{"id":"W4390555717","doi":"10.32617/883-65955daa6a940","title":"Diverse Boards Help Family Businesses Expand Internationally","year":2023,"lang":"en","type":"article","venue":"","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Business","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002043058,0.0001833797,0.0001657768,0.0005514892,0.0002469425,0.0003734782,0.0003276388,0.00006574492,0.0006904067],"category_scores_gemma":[0.00006680918,0.0001462644,0.00006707013,0.001399345,0.00004845265,0.002624033,0.0003816407,0.00008255973,0.005778435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001922311,"about_ca_system_score_gemma":0.00002684209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007467329,"about_ca_topic_score_gemma":0.0001075083,"domain_scores_codex":[0.9987485,0.000002723489,0.0002321356,0.0002756598,0.0004362468,0.0003047152],"domain_scores_gemma":[0.9993461,0.00002501467,0.00009340666,0.000203477,0.0003205719,0.00001138715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001394248,0.0001639219,0.2985045,0.0004686172,0.00005746662,0.0001248788,0.00008434527,0.000983517,0.008243632,0.0158771,0.6022613,0.07309125],"study_design_scores_gemma":[0.0008397651,0.000005467924,0.7176794,0.000113149,0.00002574362,0.000001181065,0.00159528,0.01648916,0.0001163822,0.001424275,0.2612925,0.0004177623],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194175,0.00003343991,0.0002944494,0.001225672,0.001421601,0.0001194003,0.000002294727,0.0006564173,0.07682925],"genre_scores_gemma":[0.9869077,0.0001094625,0.00006622608,0.004513185,0.001489963,0.00002427315,0.0001453838,0.00002907995,0.00671472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4191748,"threshold_uncertainty_score":0.9949957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03377305787715603,"score_gpt":0.2522504351123737,"score_spread":0.2184773772352177,"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."}}