{"id":"W1182730838","doi":"10.1007/s10479-015-1969-3","title":"Goal programming model for management accounting and auditing: a new typology","year":2015,"lang":"en","type":"article","venue":"Annals of Operations Research","topic":"Optimization and Mathematical Programming","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Typology; Audit; Compromise; Accounting; Computer science; Field (mathematics); Management accounting; Theory of computation; Guideline; Management science; Aggregate (composite); Business; Economics; Sociology; Political science; Mathematics; Algorithm","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":[0.0007613829,0.00005731469,0.00009654744,0.0001468145,0.00009557869,0.00009279381,0.00008605721,0.00003980621,0.000007834354],"category_scores_gemma":[0.000260768,0.00005583333,0.00001990885,0.0001867453,0.00005154273,0.0001526643,0.00005713939,0.00008608386,0.000005798211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009980899,"about_ca_system_score_gemma":0.00003984041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001046725,"about_ca_topic_score_gemma":0.00001698006,"domain_scores_codex":[0.9992808,0.00001672779,0.0001764359,0.0001025628,0.0001695618,0.0002538848],"domain_scores_gemma":[0.9994015,0.00005332992,0.000007236359,0.0001032868,0.0003187803,0.0001158541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001569388,0.00007136279,0.00002526471,0.0003485528,0.00006929172,0.000001239128,0.001897109,0.7347684,0.0001638535,0.1506491,0.01523118,0.09675901],"study_design_scores_gemma":[0.0002172933,0.000042421,0.000003842529,0.00002206615,0.000003819739,0.000001130513,0.0006561408,0.9917578,0.0002454538,0.002717923,0.004274157,0.0000579666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02393822,0.0003949595,0.9617209,0.002170078,0.00005231986,0.001126489,0.000005362137,0.0001400951,0.01045156],"genre_scores_gemma":[0.7037275,0.00006432742,0.2944978,0.0000382061,0.0000518711,0.0001267086,0.00001134873,0.00002099856,0.001461219],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6797894,"threshold_uncertainty_score":0.2276817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3251146592553192,"score_gpt":0.4538097761543216,"score_spread":0.1286951168990024,"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."}}