{"id":"W2271700919","doi":"","title":"Companies unaware of inherent tax risks : tax risk management","year":2011,"lang":"en","type":"article","venue":"Tax Breaks Newsletter","topic":"Economic and Fiscal Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Business; Risk management; Risk analysis (engineering); 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002767461,0.0002765298,0.0006597445,0.0001837036,0.0001370783,0.00002918562,0.0003852524,0.0001121202,0.00244012],"category_scores_gemma":[0.00001451165,0.0002840611,0.000224213,0.0001355276,0.0001756415,0.0001618221,0.0002745533,0.0002252102,0.001726364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007692892,"about_ca_system_score_gemma":0.000003534714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003980553,"about_ca_topic_score_gemma":0.0003553359,"domain_scores_codex":[0.998131,0.00002392972,0.0008760237,0.0005067533,0.00004370738,0.0004185972],"domain_scores_gemma":[0.9986265,0.00003458741,0.0007062098,0.0005213504,0.00002454102,0.00008686272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008914728,0.0003418746,0.7560654,0.0001412604,0.0008493684,0.00001909002,0.002185872,0.00003570415,0.000003570045,0.09794444,0.1302882,0.01203604],"study_design_scores_gemma":[0.001169731,0.0001183171,0.6286712,0.0000352885,0.00005678209,0.000003585315,0.0003875198,0.0001706655,0.0001350738,0.03190681,0.3367755,0.0005696406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5913594,0.002307756,0.005420097,0.001497696,0.0008598635,0.0006541736,0.00135164,0.00009044552,0.3964589],"genre_scores_gemma":[0.9917488,0.0006083806,0.001722256,0.001016841,0.0001579108,0.000069604,0.00001447849,0.0000374023,0.004624298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4003894,"threshold_uncertainty_score":0.9999611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08410047921232462,"score_gpt":0.2273757081759826,"score_spread":0.143275228963658,"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."}}