{"id":"W6997129910","doi":"","title":"5 top tips for implementing disruptive technologies in Third Level Accounting Education ","year":2023,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Process (computing); Disruptive technology; Audit; Information technology; Key (lock); Work (physics)","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":[0.011899,0.000872026,0.0005275154,0.001944267,0.005370344,0.02080269,0.001932257,0.00809646,0.09281951],"category_scores_gemma":[0.02516579,0.0006598265,0.0007398599,0.001648262,0.001985981,0.01081191,0.006025406,0.009810475,0.03319052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005556563,"about_ca_system_score_gemma":0.02320854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01145463,"about_ca_topic_score_gemma":0.03583803,"domain_scores_codex":[0.9873509,0.003751873,0.0007572461,0.0005738258,0.005045901,0.002520267],"domain_scores_gemma":[0.9593406,0.007836243,0.001562214,0.001801446,0.01414066,0.01531876],"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":[0.00007827506,0.0003217229,0.002520705,0.0003812796,0.00001508815,0.0002883807,0.0007908326,0.0004639358,0.0006627725,0.03392832,0.6758856,0.284663],"study_design_scores_gemma":[0.00004193702,0.0001734145,0.005642138,0.001399033,0.00002701619,0.000276316,0.004816877,0.0006298223,0.001674718,0.03043971,0.9547861,0.00009301793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009475874,0.01098336,0.02461155,0.6519817,0.01477327,0.0003011751,0.0006998621,0.005922291,0.281251],"genre_scores_gemma":[0.296926,0.02189835,0.1542424,0.1318897,0.005215119,0.0005154063,0.001833528,0.002208203,0.3852713],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09281951,"threshold_uncertainty_score":0.3105122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926183966774929,"score_gpt":0.3069487453512725,"score_spread":0.2776869056835232,"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."}}