{"id":"W4412048904","doi":"10.1016/j.jeconc.2025.100179","title":"Integrating criminological theories in accounting and finance fraud research: A systematic literature review","year":2025,"lang":"en","type":"article","venue":"Journal of Economic Criminology","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; University of the Fraser Valley","funders":"","keywords":"Accounting; Accounting research; Systematic review; Actuarial science; Economics; Criminology; Business; Sociology; Positive economics; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.003739624,0.00008407242,0.000486718,0.0004112324,0.0002019986,0.0001298626,0.0003267842,0.0001274239,0.0001233611],"category_scores_gemma":[0.002506856,0.0000657536,0.0001129844,0.0001375042,0.0003244235,0.000273563,0.00009641819,0.0006039254,0.000007157271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001917837,"about_ca_system_score_gemma":0.0001594742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001587065,"about_ca_topic_score_gemma":0.0008190533,"domain_scores_codex":[0.9980355,0.0006799397,0.0007949384,0.0001475541,0.00007768961,0.0002644089],"domain_scores_gemma":[0.998542,0.0007853815,0.0003339091,0.0001230394,0.0001916609,0.00002403694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002888897,0.0000827207,0.004198717,0.01486654,0.00006126376,0.0001239009,0.009430711,0.000003531258,0.00003978502,0.9558883,0.005083977,0.01019172],"study_design_scores_gemma":[0.00143434,0.0006926548,0.01399427,0.4338048,0.0003151252,0.0006804888,0.08103285,0.0002896531,0.000113483,0.4380159,0.02908481,0.0005416253],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8158743,0.165129,0.00009860605,0.008549091,0.0006805792,0.0003103717,0.000002413951,0.000007445903,0.009348174],"genre_scores_gemma":[0.9410567,0.05769302,0.0002504722,0.0004054933,0.0001117384,0.00001386605,3.796547e-7,0.000003473948,0.0004648829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5178724,"threshold_uncertainty_score":0.3001122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1872595123264955,"score_gpt":0.4560679192002985,"score_spread":0.268808406873803,"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."}}