{"id":"W3017631649","doi":"","title":"A Comparison of Quality Assurance Systems in International Students’ Education: Australia, Canada, the Netherlands’s Cases","year":2014,"lang":"en","type":"article","venue":"Korean Journal of Comparative Education","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality assurance; Political science; Quality (philosophy); Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009640009,0.000251677,0.0003325779,0.0042736,0.00462321,0.004526706,0.001365509,0.001039836,0.002300011],"category_scores_gemma":[0.02372516,0.0002289402,0.0006017275,0.005713029,0.002861644,0.001090937,0.002075611,0.001009309,0.0001361829],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05493221,"about_ca_system_score_gemma":0.05950202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9172178,"about_ca_topic_score_gemma":0.9433326,"domain_scores_codex":[0.9873627,0.002916877,0.0004685808,0.000380699,0.006126839,0.002744384],"domain_scores_gemma":[0.977483,0.006577604,0.001594126,0.0008149914,0.01091921,0.002611013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001126004,0.001200776,0.5460146,0.000946678,0.0003649383,0.002562638,0.04791069,0.00780355,0.001696042,0.1551862,0.01460589,0.2205819],"study_design_scores_gemma":[0.0001705397,0.0007852566,0.8468303,0.0009170142,0.0004681578,0.000777644,0.06988508,0.009751289,0.002283141,0.003458458,0.06454486,0.0001282964],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312244,0.001814669,0.0009287126,0.002517632,0.00004627504,0.0002026865,0.0001677571,0.00001987334,0.063078],"genre_scores_gemma":[0.9964797,0.0003488,0.0005746146,0.0001103329,0.000003893554,0.00002245819,0.00006020258,0.000003569735,0.002396473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9450678,"threshold_uncertainty_score":0.398563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.334820014415581,"score_gpt":0.5916591837435246,"score_spread":0.2568391693279435,"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."}}