{"id":"W3151481536","doi":"10.5267/j.msl.2021.3.006","title":"Fraud prevention of village funds in East Java Indonesia","year":2021,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Financial Literacy and Behavior","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honesty; Business; Control (management); Duty; Institution; Separation of duties; Financial institution; Financial fraud; Accounting; Psychology; Finance; Economics; Political science; Law; Computer security; Social psychology; Computer science; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006011574,0.0001242204,0.0001538889,0.0005887492,0.0001319631,0.0002376814,0.0004008764,0.00002558828,0.0001255067],"category_scores_gemma":[0.00002176402,0.0001268965,0.00006367912,0.00244615,0.0001725388,0.001676659,0.000357403,0.00008186656,0.0000825168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004417659,"about_ca_system_score_gemma":0.000008730009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006065869,"about_ca_topic_score_gemma":0.0000400248,"domain_scores_codex":[0.9984303,0.000009484929,0.0003115875,0.0004018898,0.0005003078,0.0003464366],"domain_scores_gemma":[0.9994833,0.000005930437,0.0001567999,0.0003008163,0.00004330018,0.000009797515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004155085,0.0005525158,0.8061181,0.0006251709,0.00001245846,0.0004153721,0.000231473,0.0002903486,0.07490928,0.06407001,0.002538128,0.05019559],"study_design_scores_gemma":[0.00055118,0.000006381286,0.9848489,0.0001611358,0.00003050241,0.000001162452,0.0003227197,0.0003129064,0.0009700301,0.000509878,0.01206845,0.0002168124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851204,0.00001694194,0.0006978618,0.00222706,0.0004309092,0.0002052808,7.339036e-7,0.00003322976,0.01126754],"genre_scores_gemma":[0.9953925,0.000002362733,0.0005272366,0.003610253,0.0001351743,0.00001811124,0.00001030058,0.000008732693,0.0002953444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1787307,"threshold_uncertainty_score":0.5174688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407016025317826,"score_gpt":0.2311520441818559,"score_spread":0.2170818839286776,"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."}}