{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00198542,0.0004568175,0.0003686772,0.001949703,0.002068236,0.003694325,0.0005044677,0.001428534,0.01618479],"category_scores_gemma":[0.0169644,0.0002558751,0.0002049772,0.001323456,0.001343427,0.002823877,0.001727011,0.002626341,0.00408116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002687133,"about_ca_system_score_gemma":0.00536607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02432959,"about_ca_topic_score_gemma":0.02790298,"domain_scores_codex":[0.9974234,0.00084133,0.00008149353,0.0003575931,0.001043762,0.0002524939],"domain_scores_gemma":[0.9899707,0.00537136,0.0005555046,0.0001670179,0.002743087,0.001192284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002077982,0.0001561868,0.009528905,0.0002777517,0.00003468007,0.0008684647,0.00369998,0.001302814,0.0008333087,0.07358269,0.7716972,0.1378103],"study_design_scores_gemma":[0.00003690577,0.0001255638,0.02119579,0.0007037956,0.00002726958,0.00103611,0.008313946,0.002462646,0.002830943,0.03648445,0.9266201,0.0001625603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08410146,0.0422902,0.007808917,0.6267791,0.008884113,0.0001279337,0.001419201,0.0003742756,0.2282148],"genre_scores_gemma":[0.4510788,0.0548964,0.006046664,0.03004148,0.003636019,0.0001614712,0.0006131798,0.0005091731,0.4530168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02432959,"threshold_uncertainty_score":0.05414349,"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."}}