{"id":"W4406544403","doi":"10.2308/issues-2023-026","title":"From the Classroom to Journal Publication: A Guide to Publishing Accounting Instructional Pedagogical Resources","year":2025,"lang":"en","type":"article","venue":"Issues in Accounting Education","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Accounting; Publication; Financial accounting; Audit; Analytics; Public relations; Publishing; Accounting information system; Sociology; Business; Computer science; Political science; Data 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002624388,0.0003210029,0.0002926827,0.001288993,0.000855497,0.01096527,0.001630311,0.0001946835,0.0006533162],"category_scores_gemma":[0.009269073,0.0002787985,0.00011241,0.003507681,0.00006210574,0.005430357,0.0005189449,0.0007350325,0.0005139149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004667767,"about_ca_system_score_gemma":0.0006028843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006344372,"about_ca_topic_score_gemma":0.0007667752,"domain_scores_codex":[0.9968849,0.00005469977,0.000973626,0.0006730547,0.0008493309,0.0005644024],"domain_scores_gemma":[0.9965185,0.000323873,0.0005373957,0.0006473954,0.001921365,0.0000514536],"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":[0.00002763456,0.0001254592,0.1727437,0.0000301274,0.00002149446,5.3869e-7,0.001796382,0.0001062145,0.0001077498,0.01240724,0.7489311,0.06370242],"study_design_scores_gemma":[0.0002095018,0.000002816781,0.1691048,0.0002977608,0.00002764716,0.000004195454,0.0144476,0.0001365064,0.00001210522,0.004992485,0.8105084,0.0002561394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7357966,0.0003185394,0.0006027258,0.2074137,0.006300889,0.0005418313,0.000004156556,0.0002004906,0.04882109],"genre_scores_gemma":[0.8589326,0.00001185363,0.007709351,0.0988823,0.0251421,0.0002765418,0.0001650323,0.00006775276,0.008812521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.123136,"threshold_uncertainty_score":0.9999664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03041944253691332,"score_gpt":0.338726433857062,"score_spread":0.3083069913201487,"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."}}