{"id":"W4416975663","doi":"10.23865/magma.v28.1543","title":"Revisjon som samfunnsinstitusjon: Tillit, proveny og verdiskaping","year":2025,"lang":"sv","type":"article","venue":"Magma","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Audit; Treasury; Revenue; Per capita; Statutory law; Database transaction; Norwegian","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008732979,0.0007710062,0.0007863431,0.0005463568,0.0008619013,0.001559933,0.001079144,0.0002580689,0.00164031],"category_scores_gemma":[0.007063552,0.0008620002,0.0003498751,0.001857034,0.0002353154,0.001907844,0.001771037,0.0007522416,0.005151181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003293517,"about_ca_system_score_gemma":0.0001349724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006355732,"about_ca_topic_score_gemma":0.0001527335,"domain_scores_codex":[0.9956903,0.00005436107,0.0009800304,0.001315639,0.000763735,0.001195911],"domain_scores_gemma":[0.9879443,0.0001046234,0.01047994,0.001101276,0.0003272504,0.00004259049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001250477,0.0002123989,0.02972284,0.005449482,0.0003283869,0.0001543619,0.0001163135,0.0002430404,0.0004180226,0.07013875,0.2226817,0.6704097],"study_design_scores_gemma":[0.001221446,0.00001872795,0.05555081,0.002882021,0.0004173254,0.000001424919,0.0001608408,0.002146207,0.00008399054,0.001606891,0.9351238,0.0007865411],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07359342,0.01293466,0.09987792,0.02201921,0.00992271,0.003276894,0.00003786271,0.001259044,0.7770783],"genre_scores_gemma":[0.8644654,0.000655279,0.0005500236,0.01130404,0.003842539,0.00008048114,0.00007268618,0.0001433598,0.1188862],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.790872,"threshold_uncertainty_score":0.9994766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008028275169277397,"score_gpt":0.2211209534824876,"score_spread":0.2130926783132102,"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."}}