{"id":"W4401685968","doi":"10.3390/jrfm17080366","title":"Essential Factors When Designing a Cost Accounting System in Greek Manufacturing Entities","year":2024,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cost accounting; Accounting; Business; Computer science","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001049332,0.0002580761,0.0003392956,0.001232257,0.000256059,0.001078874,0.0002669782,0.00007049776,0.00003658177],"category_scores_gemma":[0.00007546038,0.0002246171,0.0001215482,0.0004450033,0.00004237881,0.001628083,0.0002931855,0.0003211978,0.00003528702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001338203,"about_ca_system_score_gemma":0.00002221732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000328743,"about_ca_topic_score_gemma":0.00007898893,"domain_scores_codex":[0.9981809,0.00001890889,0.0006848078,0.0002847988,0.0004880426,0.0003425544],"domain_scores_gemma":[0.9992709,0.00007930892,0.0004126147,0.0001158431,0.0001012533,0.00002013766],"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":[0.0002882308,0.0002910926,0.3639186,0.009775314,0.000380671,0.005028395,0.002764737,0.004060052,0.00007907121,0.1887706,0.0100383,0.414605],"study_design_scores_gemma":[0.003159304,0.00006826079,0.3522712,0.006273822,0.001533633,0.0001266976,0.01809286,0.006270405,0.0002678361,0.02617393,0.5841106,0.001651508],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9141835,0.001991721,0.07553377,0.0001509184,0.002996064,0.0004846224,0.000005708114,0.0001624945,0.004491226],"genre_scores_gemma":[0.996958,0.0003110844,0.0007796931,0.0001201142,0.001655072,0.000007006183,0.000006252291,0.00003932042,0.0001234661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5740722,"threshold_uncertainty_score":0.9999581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00663486086259302,"score_gpt":0.186484923406696,"score_spread":0.179850062544103,"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."}}