{"id":"W7098349741","doi":"","title":"SIMON PIERRE DERMARKAR COMMERCIALIZATION OF AUDITING SERVICES OFFERED BY PROFESSIONALS WITHIN ACCOUNTING FIRMS","year":2014,"lang":"en","type":"article","venue":"","topic":"Educational Methods and Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Audit; Financial Audit; Management accounting; Public accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001796865,0.00007997417,0.0001657618,0.00004276603,0.0004967084,0.0000489108,0.0002148831,0.00008974899,0.0003735653],"category_scores_gemma":[0.0006340481,0.00006618105,0.00003947211,0.0002159047,0.00007874985,0.0002742167,0.00003947225,0.00007097517,0.000006974565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002727087,"about_ca_system_score_gemma":0.00008591224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998653,"about_ca_topic_score_gemma":0.001190444,"domain_scores_codex":[0.9985955,0.0004268073,0.0003000115,0.0001412378,0.0003661567,0.0001702709],"domain_scores_gemma":[0.9985824,0.0007447337,0.0003258842,0.00009788562,0.0001919288,0.0000571372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001631082,0.0002509532,0.779347,0.0003295523,0.00004210376,1.30611e-7,0.04290358,0.00004825477,0.002203061,0.1283018,0.01535429,0.03120297],"study_design_scores_gemma":[0.001342803,0.00009521972,0.4753247,0.001296905,0.0001284416,6.595982e-7,0.2434528,0.009931978,0.01857158,0.0598595,0.188649,0.001346437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436277,0.0001325249,0.00515607,0.009606149,0.0009718745,0.0003089074,0.000009274719,0.00009194932,0.04009553],"genre_scores_gemma":[0.9877035,0.00001083403,0.008472887,0.001753211,0.0002696889,0.000007427057,0.0000308249,0.000009872277,0.001741724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3040223,"threshold_uncertainty_score":0.4090278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02475422264831045,"score_gpt":0.3781444728331552,"score_spread":0.3533902501848447,"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."}}