{"id":"W4410724106","doi":"10.1007/s10869-025-10031-w","title":"Pathways of Affluence and Adversity: Persistent Early Life Socioeconomic Status Shapes Leadership Emergence via Social Capital","year":2025,"lang":"en","type":"article","venue":"Journal of Business and Psychology","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Calgary; Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Socioeconomic status; Industrial and organizational psychology; Social capital; Psychology; Demographic economics; Capital (architecture); Sociology; Social psychology; Economics; Social science; Demography; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000571298,0.0002302629,0.0001879932,0.0003440821,0.0007262823,0.001492288,0.0004271985,0.0005202963,0.005747816],"category_scores_gemma":[0.002513854,0.0003307232,0.0003476158,0.000356321,0.0006048356,0.0007604136,0.001431042,0.001020964,0.0004329372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005305343,"about_ca_system_score_gemma":0.001236258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02481602,"about_ca_topic_score_gemma":0.05516062,"domain_scores_codex":[0.9995798,0.0001148451,0.000009903458,0.0001007008,0.00003353016,0.0001612581],"domain_scores_gemma":[0.9985687,0.000268024,0.0002803694,0.00009882364,0.00009487702,0.0006892955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002969053,0.000400186,0.9866148,0.00001246533,0.00007803758,0.0001752311,0.001825442,0.0001701425,0.00166185,0.001451854,0.0005822972,0.00673072],"study_design_scores_gemma":[0.000005746106,0.00007640576,0.9960157,0.00001412869,0.00002771692,0.00004938342,0.002086952,0.0003336064,0.0002415532,0.0006180958,0.0005228143,0.000007870595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986047,0.00008084455,0.00009173625,0.0002509302,0.000007978241,0.000002941375,0.00008511869,0.000002896436,0.0008727906],"genre_scores_gemma":[0.9987475,0.00006243953,0.00008622649,0.00002609789,0.000003373718,0.000005384947,0.00005951468,0.000002328037,0.001007224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02481602,"threshold_uncertainty_score":0.04934317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06078443781861653,"score_gpt":0.305639499398571,"score_spread":0.2448550615799545,"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."}}