{"id":"W4255373080","doi":"10.4018/jskd.2011040102","title":"Strengthening and Enriching Audit Practice","year":2011,"lang":"en","type":"article","venue":"International Journal of Sociotechnology and Knowledge Development","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Reliability (semiconductor); Relevance (law); Accountability; Computer science; Work (physics); Macro; Process management; Business; Accounting; Engineering; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1149904,0.0007955685,0.0009990386,0.007126039,0.008796612,0.02328754,0.004066345,0.005142159,0.00269404],"category_scores_gemma":[0.1529102,0.0008772003,0.0006554611,0.004258761,0.02664381,0.02478156,0.02295152,0.006420807,0.001017508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01126569,"about_ca_system_score_gemma":0.02706908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003878888,"about_ca_topic_score_gemma":0.003608623,"domain_scores_codex":[0.8597452,0.1063874,0.005956513,0.007001172,0.01706467,0.003845021],"domain_scores_gemma":[0.8029339,0.1165407,0.0132567,0.02983586,0.02834857,0.009084351],"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":[0.00009721995,0.0002466229,0.01357536,0.00122472,0.0000694805,0.0004706671,0.1724028,0.00556273,0.002468006,0.3735468,0.01799363,0.4123421],"study_design_scores_gemma":[0.00005641519,0.0002176761,0.004670699,0.002683352,0.00004447377,0.0004714526,0.08545902,0.008966506,0.00226709,0.5296605,0.3653531,0.0001496942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2264298,0.01452806,0.3219898,0.2970903,0.002032919,0.0007583568,0.0001034513,0.001924275,0.135143],"genre_scores_gemma":[0.8755729,0.004638193,0.111357,0.003247883,0.0004768356,0.0002151062,0.0000458248,0.0001480956,0.004298375],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1149904,"threshold_uncertainty_score":0.6081347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1250511241470603,"score_gpt":0.3976211016675514,"score_spread":0.2725699775204911,"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."}}