{"id":"W4413537157","doi":"10.5430/ijhe.v14n4p95","title":"Reviewer Acknowledgements for International Journal of Higher Education, Vol. 14, No. 4, 2025","year":2025,"lang":"en","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":"Library science; Political science; Psychology; Computer science","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004241442,0.0002133185,0.0004548977,0.001601855,0.00009663245,0.001216147,0.0053044,0.0001786037,0.005973288],"category_scores_gemma":[0.05725874,0.0001629784,0.0004141489,0.0006179583,0.00008544174,0.00308761,0.0002560323,0.0005206244,0.0002551653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006217115,"about_ca_system_score_gemma":0.00346692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001053146,"about_ca_topic_score_gemma":0.000002164213,"domain_scores_codex":[0.9941322,0.0002294676,0.002502579,0.0003058623,0.002629356,0.0002005324],"domain_scores_gemma":[0.7984917,0.0007239369,0.00295828,0.0002955729,0.1973706,0.0001598958],"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":[0.0001523917,0.0005406175,0.01239588,0.00001062484,0.00031347,8.586632e-7,0.0001132216,0.000024145,0.00004406008,0.002169293,0.8998695,0.08436596],"study_design_scores_gemma":[0.000832074,0.00005127383,0.03710536,0.0005272721,0.00007443635,0.000007944722,0.0001225211,0.00001287562,0.0001804183,0.03961552,0.9213421,0.0001282362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.01204537,0.01234182,0.004733381,0.04128012,0.9008636,0.0004094008,0.00003963798,0.00001398652,0.02827272],"genre_scores_gemma":[0.1684708,0.0007803139,0.006274218,0.01141836,0.05958395,0.0000432682,0.00005434058,0.00003405716,0.7533407],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.8412796,"threshold_uncertainty_score":0.9998207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05213017818677355,"score_gpt":0.4686796009335629,"score_spread":0.4165494227467894,"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."}}