{"id":"W2775486815","doi":"10.1111/1911-3838.12153","title":"Productivity in Top‐10 Academic Accounting Journals by Researchers at Canadian Universities at the Start of the 21st Century","year":2017,"lang":"en","type":"article","venue":"Accounting Perspectives","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Carleton University","funders":"","keywords":"Accounting; Productivity; Publication; Audit; Promotion (chess); Business; Political science; Variety (cybernetics); Economics; Advertising; Computer science; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002526924,0.0002795124,0.0002821222,0.0003945799,0.003225969,0.0008243403,0.001852936,0.0001713341,0.001145796],"category_scores_gemma":[0.001946762,0.0002052421,0.0001621629,0.0005961921,0.0008424341,0.002752246,0.00110487,0.0008008473,0.0001056328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001550296,"about_ca_system_score_gemma":0.0004788128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1325739,"about_ca_topic_score_gemma":0.1195003,"domain_scores_codex":[0.9974648,0.00006562607,0.0003705762,0.0005395971,0.0007886923,0.0007706513],"domain_scores_gemma":[0.9972184,0.0001495758,0.0009394821,0.0009839595,0.0006705392,0.00003799704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007021109,0.0000614446,0.9251074,0.0001050469,0.00007726035,0.000003835185,0.007179706,0.00003849199,0.002572574,0.003491525,0.05942937,0.001863151],"study_design_scores_gemma":[0.0004754587,0.000004234339,0.5878978,0.0002030851,0.00005335221,0.000005571691,0.1551279,0.00006839258,0.0004245929,0.0002895121,0.2550611,0.0003890261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9188773,0.001573571,2.477986e-7,0.02121233,0.0006676057,0.0003842176,0.00001879622,0.00003536436,0.05723054],"genre_scores_gemma":[0.9906436,0.0001646435,0.000004844966,0.0006861502,0.000955996,0.00001369937,0.000008618817,0.00004173023,0.007480737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3372096,"threshold_uncertainty_score":0.9997673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0368933069968314,"score_gpt":0.2964136150160174,"score_spread":0.259520308019186,"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."}}