{"id":"W4408789452","doi":"10.5465/amj.2023.0496","title":"Calm in the Storm: Job Security and Post-Merger Performance in Family versus Nonfamily Firms","year":2025,"lang":"en","type":"article","venue":"Academy of Management Journal","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Business; Job security; Human resource management; Job stress; Computer security; Operations management; Psychology; Job satisfaction; Work (physics); Computer science; Knowledge management; Social psychology; Economics; Engineering","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":[0.001187837,0.0001587119,0.0001811017,0.0005509657,0.001066196,0.001442795,0.0003150657,0.0005476679,0.004427079],"category_scores_gemma":[0.004514636,0.00008825132,0.0002316018,0.000370176,0.000880905,0.00103705,0.001426624,0.0006193393,0.0003781381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007694261,"about_ca_system_score_gemma":0.0007589459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007428605,"about_ca_topic_score_gemma":0.01430719,"domain_scores_codex":[0.9994546,0.0001983642,0.00002863474,0.00006033275,0.00007498285,0.0001831776],"domain_scores_gemma":[0.9955472,0.0009633615,0.001775421,0.0001836733,0.00020927,0.001321109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005937861,0.0004719056,0.9830563,0.00001368413,0.0000420503,0.0001463307,0.005179888,0.0001692061,0.0007559788,0.0005883808,0.0002801796,0.008702238],"study_design_scores_gemma":[0.000007960763,0.0002559126,0.9884753,0.00001118957,0.00001170268,0.00004450922,0.01027018,0.0002330929,0.0001853916,0.000182184,0.0003145456,0.00000809155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995377,0.00002810825,0.00001172811,0.00005729689,0.000001794787,0.000001164746,0.00000775787,3.631824e-7,0.0003540597],"genre_scores_gemma":[0.9997664,0.000009415407,0.00001091719,0.00001042693,0.000001952026,9.092475e-7,0.00001487177,2.336462e-7,0.0001849958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007428605,"threshold_uncertainty_score":0.01481003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790054428825126,"score_gpt":0.2584409915238132,"score_spread":0.2405404472355619,"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."}}