{"id":"W1520349409","doi":"10.2139/ssrn.709161","title":"Management Forecasts and Litigation Risk","year":2005,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Risk management; Actuarial science; Business; Finance","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":[0.00310996,0.0002539791,0.0003864077,0.001547612,0.0006383565,0.004612207,0.0003622886,0.00293203,0.01591068],"category_scores_gemma":[0.0543934,0.0002621871,0.0002328158,0.001160526,0.0006398393,0.003719273,0.00083,0.002357304,0.00223844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221711,"about_ca_system_score_gemma":0.0005828108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00287593,"about_ca_topic_score_gemma":0.002881181,"domain_scores_codex":[0.9991136,0.0002568807,0.00004993345,0.0001133368,0.0003101029,0.0001561392],"domain_scores_gemma":[0.962164,0.02488477,0.00837786,0.000790065,0.002196344,0.001586864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001672787,0.0007937216,0.468146,0.0001356114,0.0002555787,0.001389668,0.003399866,0.0452089,0.000834061,0.2545953,0.06566108,0.1579075],"study_design_scores_gemma":[0.0001854592,0.0005030939,0.3267488,0.0002128558,0.0002386383,0.0007276081,0.004893232,0.08684692,0.0006347545,0.5500751,0.02875457,0.0001789099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8699626,0.005865746,0.005145377,0.03538211,0.0007024925,0.00002179424,0.0008501048,0.0001500349,0.08191977],"genre_scores_gemma":[0.9928682,0.0007766652,0.0001278116,0.0001735004,0.0002806648,0.000004367769,0.0001393949,0.000008123047,0.005621286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01591068,"threshold_uncertainty_score":0.05322653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00390351365330791,"score_gpt":0.1898031192141388,"score_spread":0.1858996055608309,"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."}}