{"id":"W4416816556","doi":"10.5539/hes.v15n4p574","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 15, No. 4","year":2025,"lang":"","type":"article","venue":"Higher Education Studies","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; State (computer science); Viet nam; University education; Quality (philosophy)","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":[0.06984542,0.00295861,0.004089825,0.01116247,0.00589242,0.01477324,0.0050809,0.007398926,0.09682812],"category_scores_gemma":[0.4956365,0.001212646,0.003171654,0.006702425,0.003092074,0.008352922,0.005122696,0.008733731,0.06296194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006759745,"about_ca_system_score_gemma":0.01838773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001732997,"about_ca_topic_score_gemma":0.002783365,"domain_scores_codex":[0.9122357,0.02374029,0.01609927,0.005544046,0.03991805,0.002462633],"domain_scores_gemma":[0.2271885,0.04512168,0.02075966,0.01468546,0.6760815,0.01616326],"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":[0.00001922691,0.000005140011,0.000135924,0.0004142717,0.0000111296,0.00003939696,0.000138658,0.000008873397,0.00003786981,0.0004159568,0.9864486,0.01232496],"study_design_scores_gemma":[0.0000305633,0.00002031604,0.0004431108,0.001686119,0.00003028422,0.0002793815,0.0005048819,0.00009160614,0.00008690101,0.001018639,0.9957695,0.00003870235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002331333,0.005515331,0.002514494,0.1376246,0.8435465,0.001083086,0.0005964753,0.0007213682,0.008164907],"genre_scores_gemma":[0.01375492,0.0172188,0.01132552,0.1584408,0.6332065,0.007174457,0.002405567,0.003388854,0.1530846],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.09682812,"threshold_uncertainty_score":0.3693823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08141700312580857,"score_gpt":0.4359175102107876,"score_spread":0.354500507084979,"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."}}