{"id":"W4415542281","doi":"10.5430/ijhe.v14n5p103","title":"Reviewer Acknowledgements for International Journal of Higher Education, Vol. 14, No. 5, 2025","year":2025,"lang":"","type":"article","venue":"International Journal of Higher Education","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Editorial board","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007192914,0.0005150235,0.00100245,0.003115055,0.0002269239,0.00301388,0.01020676,0.0004786316,0.01668269],"category_scores_gemma":[0.08399032,0.0004303473,0.0009741779,0.001207747,0.0002404552,0.006256007,0.0006156362,0.001284517,0.0005179608],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684888,"about_ca_system_score_gemma":0.01203446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002375535,"about_ca_topic_score_gemma":0.000003413035,"domain_scores_codex":[0.9883092,0.000549061,0.005501961,0.000630652,0.004568508,0.0004406313],"domain_scores_gemma":[0.6821704,0.00115807,0.006638122,0.0004862493,0.3092071,0.0003400351],"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":[0.0004776257,0.00169822,0.009928547,0.00004980655,0.001115162,0.000002346775,0.0002814067,0.00004234709,0.00004596901,0.002269428,0.8338059,0.1502832],"study_design_scores_gemma":[0.001944492,0.0001533669,0.02728317,0.002675253,0.0003407782,0.0000179454,0.0003115991,0.00003546798,0.0002262499,0.03053568,0.9361551,0.0003208835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.004808416,0.03837483,0.003450905,0.043853,0.8899516,0.0006076926,0.00008312216,0.00001072647,0.01885965],"genre_scores_gemma":[0.1105625,0.004370562,0.00517041,0.01235364,0.0990286,0.000055406,0.00008061375,0.00005925987,0.7683191],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.7909231,"threshold_uncertainty_score":0.9998148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04570927229563471,"score_gpt":0.4596646016674624,"score_spread":0.4139553293718277,"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."}}