{"id":"W4409926591","doi":"10.5430/ijhe.v14n2p78","title":"Reviewer Acknowledgements for International Journal of Higher Education, Vol. 14, No. 2, 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; Media studies; Psychology; Sociology; Engineering physics; Engineering; 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":[0.004230354,0.0002124889,0.0004533638,0.001597645,0.00009600694,0.001213144,0.005290712,0.000177893,0.006007129],"category_scores_gemma":[0.05723479,0.0001623123,0.0004126536,0.0006167243,0.00008509258,0.003081086,0.0002551094,0.0005190073,0.0002550277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006193044,"about_ca_system_score_gemma":0.003459169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001060207,"about_ca_topic_score_gemma":0.000002145961,"domain_scores_codex":[0.9941498,0.0002285515,0.002495882,0.0003047225,0.002621294,0.0001997372],"domain_scores_gemma":[0.7990097,0.000727889,0.002955579,0.0002949463,0.1968524,0.0001595512],"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":[0.0001515795,0.000552773,0.01243496,0.00001058064,0.0003128707,8.443082e-7,0.0001121267,0.00002297022,0.00004394622,0.002193372,0.9006139,0.08355006],"study_design_scores_gemma":[0.0008454518,0.00005075444,0.03690685,0.0005274703,0.0000737692,0.000007837583,0.000122727,0.00001276175,0.0001813142,0.03946139,0.9216819,0.0001277544],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0122489,0.01238488,0.004609262,0.04093926,0.9008808,0.0004083786,0.00003952187,0.00001393374,0.0284751],"genre_scores_gemma":[0.1665599,0.0007718592,0.006252974,0.0113493,0.05960816,0.00004310781,0.00005417974,0.00003393045,0.7553266],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.8412726,"threshold_uncertainty_score":0.9998237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05201682091354268,"score_gpt":0.4689376337881816,"score_spread":0.4169208128746389,"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."}}