{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0084162,0.001492105,0.00108908,0.002258432,0.004993023,0.01611904,0.002477884,0.004311872,0.1786313],"category_scores_gemma":[0.01988305,0.001021141,0.001389783,0.002294385,0.003043895,0.01133946,0.01085988,0.005673116,0.142601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004157207,"about_ca_system_score_gemma":0.01027183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007337223,"about_ca_topic_score_gemma":0.01005362,"domain_scores_codex":[0.9895392,0.002358024,0.0006830503,0.001818207,0.004343987,0.001257574],"domain_scores_gemma":[0.9831843,0.002880519,0.001022596,0.00324821,0.005403263,0.004261084],"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":[0.000380136,0.0004325701,0.00395706,0.001316084,0.00006436709,0.0009521516,0.01338758,0.000701182,0.006547913,0.06991547,0.5481834,0.354162],"study_design_scores_gemma":[0.000008000522,0.00004268649,0.0008562125,0.0002686567,0.00001122307,0.0001653936,0.002042452,0.0001546144,0.001094734,0.004321578,0.991002,0.00003239791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02021385,0.01239759,0.06000769,0.05220898,0.01494463,0.0007560315,0.003913695,0.009414659,0.8261429],"genre_scores_gemma":[0.06233563,0.007252922,0.03183679,0.006970296,0.001861621,0.000297948,0.003951917,0.004052566,0.8814403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1786313,"threshold_uncertainty_score":0.5975812,"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."}}