{"id":"W3121624101","doi":"10.1108/aaaj-12-2014-1890?utm_campaign=repec&wt.mc_id=repec","title":"Blurred Roles and Elusive Boundaries: On Contemporary Forms of Oversight Surrounding Professional Work","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Boundary-work; Skepticism; Originality; Audit; Work (physics); Space (punctuation); Value (mathematics); Public relations; Narrative; Boundary (topology); Corporate governance; Political science; Sociology; Epistemology; Management; Accounting; Qualitative research; Business; Social science; Engineering; Economics","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":[0.03887913,0.0003808663,0.0006007623,0.004889733,0.01671517,0.02228944,0.002647524,0.004511272,0.002787143],"category_scores_gemma":[0.05103056,0.0006469964,0.0004392666,0.004460406,0.1090786,0.01802327,0.01529287,0.00521392,0.0003417071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01680217,"about_ca_system_score_gemma":0.008933921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008611301,"about_ca_topic_score_gemma":0.009752093,"domain_scores_codex":[0.9324147,0.05008635,0.001496043,0.003904753,0.00858427,0.00351383],"domain_scores_gemma":[0.9053873,0.07445612,0.008903114,0.005842782,0.003392541,0.002018163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002825897,0.00001675665,0.002354252,0.00008559421,0.000003856008,0.0004328496,0.7313788,0.0002028044,0.0002859501,0.2485824,0.0004612059,0.01616731],"study_design_scores_gemma":[0.00001346902,0.00006191803,0.007688005,0.001190803,0.00001264569,0.0009069488,0.7749778,0.0008698741,0.0006980501,0.1021983,0.111305,0.0000772186],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8078179,0.009395897,0.03113907,0.02422379,0.0002888798,0.00008486106,0.00003360293,0.00009345663,0.1269225],"genre_scores_gemma":[0.9972783,0.0004865426,0.0008639621,0.0002556526,0.00003650288,0.00001865293,0.000007125209,0.00001753792,0.0010359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03887913,"threshold_uncertainty_score":0.2056149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196285368945016,"score_gpt":0.4145488089349614,"score_spread":0.2949202720404599,"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."}}