{"id":"W4407082495","doi":"10.2139/ssrn.5057565","title":"Good and Bad Risk-Taking: The Shape of Managerial Incentive Matters","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Leadership, Behavior, and Decision-Making Studies","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Incentive; Business; Actuarial science; Economics; Microeconomics; Risk analysis (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":[0.004428966,0.0002725732,0.0007100733,0.0006433127,0.0007104337,0.005908402,0.0006998886,0.001939599,0.009784953],"category_scores_gemma":[0.038141,0.000296905,0.000302894,0.0005587398,0.003258515,0.003928264,0.001444184,0.002700687,0.0006409208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007110518,"about_ca_system_score_gemma":0.0005988525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005243236,"about_ca_topic_score_gemma":0.0006384791,"domain_scores_codex":[0.998484,0.0007809758,0.00004085782,0.0002447131,0.0002395323,0.0002100888],"domain_scores_gemma":[0.9616178,0.03155401,0.002640359,0.001395089,0.0009150656,0.001877708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005047802,0.001176251,0.1367911,0.0006453045,0.0003168425,0.0006782125,0.009062327,0.009962707,0.02337719,0.6440004,0.007752296,0.1611896],"study_design_scores_gemma":[0.0001983991,0.0005603908,0.2186735,0.000181555,0.0001603542,0.0003467425,0.006219013,0.02973391,0.002815638,0.7365747,0.00441179,0.0001240017],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9084154,0.001394554,0.009470898,0.008185435,0.0001064732,0.00003082761,0.000123465,0.00004010167,0.07223276],"genre_scores_gemma":[0.998758,0.0001422205,0.000336065,0.0001777396,0.00003347257,0.000005023044,0.000008150142,0.00001291054,0.000526524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009784953,"threshold_uncertainty_score":0.03273398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05391564591641542,"score_gpt":0.3660072724851198,"score_spread":0.3120916265687044,"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."}}