{"id":"W4416975684","doi":"10.23865/magma.v28.1555","title":"Styring og rapportering i en omskiftelig tid","year":2025,"lang":"sv","type":"article","venue":"Magma","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Audit","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":[0.0006350039,0.0003366611,0.0003154187,0.0005410429,0.0003451535,0.001055694,0.0005382777,0.0001704008,0.002440666],"category_scores_gemma":[0.0002286209,0.0003737521,0.000169841,0.000892414,0.00006536882,0.0008576319,0.0004402853,0.000313327,0.002144594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130466,"about_ca_system_score_gemma":0.0001724177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004322195,"about_ca_topic_score_gemma":0.00007252396,"domain_scores_codex":[0.998126,0.00002122266,0.0004773479,0.0005147612,0.0003119978,0.0005486641],"domain_scores_gemma":[0.9989459,0.00006575191,0.0002405038,0.0005030694,0.0002211576,0.00002360163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000676873,0.0003505085,0.1449574,0.003059853,0.0003258289,0.00004886025,0.0008611877,0.00008101556,0.001751903,0.03566889,0.6535258,0.1593011],"study_design_scores_gemma":[0.0005410693,0.000004837213,0.0808089,0.0004977749,0.0001818562,0.000001494807,0.002794796,0.00126571,0.0001110058,0.0006542623,0.91268,0.0004582849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4335752,0.001666383,0.0009560773,0.01339302,0.009667542,0.0005291695,0.000005483626,0.0005112264,0.5396959],"genre_scores_gemma":[0.9288549,0.00005953398,0.0001302034,0.007610979,0.00213489,0.00002248536,0.00003782012,0.00004896981,0.06110024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4952797,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008524225691784622,"score_gpt":0.2367715303858023,"score_spread":0.2282473046940176,"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."}}