{"id":"W3168964249","doi":"10.5267/j.ac.2021.5.008","title":"The effect of accounting education reform on quality of accounting services: The case of Kosovo","year":2021,"lang":"en","type":"article","venue":"Accounting","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accounting; Positive accounting; Adaptation (eye); Curriculum; Accounting information system; Quality (philosophy); Management accounting; Business; Financial accounting; Political science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00191147,0.0001663661,0.0002917025,0.00131263,0.001538034,0.002483853,0.000472703,0.0007104658,0.00343403],"category_scores_gemma":[0.00408702,0.0001190465,0.000470583,0.00202525,0.001683117,0.001137243,0.001753725,0.001041882,0.0001690807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01055658,"about_ca_system_score_gemma":0.005552763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1714347,"about_ca_topic_score_gemma":0.1388666,"domain_scores_codex":[0.9982083,0.0006011279,0.00007565457,0.00009594896,0.0002528866,0.0007660775],"domain_scores_gemma":[0.9969835,0.0008295593,0.0009280547,0.00009953653,0.0004972844,0.0006620311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006551156,0.001196622,0.8358479,0.0005305498,0.0002569961,0.01249075,0.02437305,0.01014893,0.001870435,0.05638367,0.004109467,0.05213644],"study_design_scores_gemma":[0.00002787424,0.0001625601,0.9631646,0.0001891364,0.00007951615,0.0003369388,0.02364941,0.002299212,0.0003879547,0.0008496468,0.008826774,0.00002636955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941924,0.0004081742,0.00003558552,0.0008874733,0.000007118067,0.00001090322,0.00005814977,0.000002528873,0.00439756],"genre_scores_gemma":[0.9992682,0.0001582321,0.00002154825,0.00005893809,0.000004142898,0.000002981036,0.00003938784,9.715831e-7,0.0004455743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714347,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440225215165122,"score_gpt":0.2873952135553384,"score_spread":0.2729929614036872,"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."}}