{"id":"W4405248567","doi":"10.2139/ssrn.5048576","title":"Careers and Wages in Family Firms: Evidence from Matched Employer-Employee Data","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Labour economics; Business; Demographic economics; Economics","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":[0.003253512,0.0002456288,0.0005462944,0.002516878,0.001033071,0.001062948,0.0009271491,0.0008379515,0.005422662],"category_scores_gemma":[0.01719809,0.0003316961,0.0005453678,0.004995961,0.0004213184,0.001119092,0.001059229,0.0006889143,0.001216737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000529771,"about_ca_system_score_gemma":0.0007303078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03974697,"about_ca_topic_score_gemma":0.05605382,"domain_scores_codex":[0.9978242,0.0008875495,0.0002316937,0.0003421999,0.0003484476,0.0003659759],"domain_scores_gemma":[0.9718375,0.01036341,0.0117442,0.001984215,0.001365509,0.002705201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003068097,0.0001153401,0.9954139,0.00001964337,0.0001470987,0.0000973862,0.0002228057,0.0001882354,0.00005204006,0.00008774289,0.0005883729,0.002760617],"study_design_scores_gemma":[0.00001554347,0.00009021702,0.9978842,0.00001879584,0.00004466219,0.00009922689,0.0007365005,0.0003222229,0.00006165988,0.00009311002,0.0006274844,0.000006454775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958919,0.0003581916,0.0001488492,0.00008412234,0.00001065528,0.000005853728,0.002985294,0.000004590802,0.0005103475],"genre_scores_gemma":[0.9938887,0.0002452561,0.000117657,0.00003879964,0.00001489685,0.0000111366,0.004749855,0.000003802961,0.0009297139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03974697,"threshold_uncertainty_score":0.07903123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03808928207127468,"score_gpt":0.2713630504344812,"score_spread":0.2332737683632065,"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."}}