{"id":"W4297921336","doi":"10.2139/ssrn.4210652","title":"Creating a Practitioner-Focused Research Synthesis: A New Skill for Accounting Researchers","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; Queen's University; Western University","funders":"","keywords":"Mindset; Engineering ethics; Practitioner research; Computer science; Knowledge management; Engineering; World Wide Web","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":["sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01672233,0.0001899921,0.0002159788,0.0009216082,0.003842766,0.001050157,0.0008136047,0.00006471213,0.0007436047],"category_scores_gemma":[0.004859552,0.0001957096,0.0001897061,0.001395265,0.00006136145,0.001555644,0.000306058,0.00329106,0.0001062387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001982411,"about_ca_system_score_gemma":0.004390274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00165741,"about_ca_topic_score_gemma":0.0006314015,"domain_scores_codex":[0.9946461,0.0001333955,0.0004152746,0.0003983222,0.001324667,0.003082269],"domain_scores_gemma":[0.9977419,0.0007015887,0.0004570838,0.000282167,0.0007707813,0.00004650972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008227697,0.0005706176,0.007752574,0.0001713722,0.0005022752,0.00001158791,0.001967455,0.0006956511,0.0007554848,0.6957641,0.148509,0.1424771],"study_design_scores_gemma":[0.00183677,0.0001435077,0.0008253129,0.00008952543,0.0001336821,0.0001503337,0.1503599,0.002501077,0.00003791381,0.339765,0.5035276,0.0006294399],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.807206,0.004326596,0.01641132,0.07652634,0.003305594,0.003301454,0.0000171957,0.0007546942,0.08815085],"genre_scores_gemma":[0.9848396,0.00009916772,0.0003666412,0.001171106,0.004849209,0.0003170229,0.0000201718,0.0000961904,0.00824091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3559991,"threshold_uncertainty_score":0.9999868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06161343884227655,"score_gpt":0.3383000059197164,"score_spread":0.2766865670774398,"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."}}