{"id":"W2095018486","doi":"10.1506/ap.8.3.3","title":"Great Galway Goslings: Organizational Context of Managerial Accounting*","year":2009,"lang":"en","type":"article","venue":"Accounting Perspectives","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accounting; Context (archaeology); Order (exchange); Financial accounting; Accounting information system; Business; Process (computing); Management accounting; Finance; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005886952,0.0003786719,0.0004378324,0.0005894327,0.000391827,0.0006106687,0.0006385435,0.0001578668,0.001433582],"category_scores_gemma":[0.001061085,0.0003821774,0.0001918662,0.001336305,0.0001893676,0.002166614,0.000138133,0.00025604,0.0003646977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179909,"about_ca_system_score_gemma":0.0000979703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003406703,"about_ca_topic_score_gemma":0.00003449106,"domain_scores_codex":[0.9975955,0.00001399286,0.000583594,0.0006333773,0.0006727604,0.0005007888],"domain_scores_gemma":[0.9973471,0.00008670076,0.0007308406,0.0004355654,0.001377449,0.00002241202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003092039,0.001108317,0.2344272,0.0003619185,0.0002995518,0.00001757655,0.00737931,0.0001020298,0.01267195,0.6511192,0.07355402,0.01864973],"study_design_scores_gemma":[0.005714357,0.0001353028,0.5973005,0.0005989067,0.0007143429,0.00004188579,0.1381473,0.002146441,0.002696861,0.0379654,0.2107859,0.003752853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9033514,0.0004565984,0.0003330131,0.005102387,0.001371527,0.0004489862,0.000008337691,0.0005933958,0.08833436],"genre_scores_gemma":[0.991027,0.00001686105,0.0003876302,0.004270144,0.003658673,0.000009234095,0.00005347602,0.00005969397,0.000517272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6131538,"threshold_uncertainty_score":0.999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00843728304877153,"score_gpt":0.2259208682421045,"score_spread":0.2174835851933329,"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."}}