{"id":"W4407925153","doi":"10.5430/ijhe.v14n1p103","title":"Reviewer Acknowledgements for International Journal of Higher Education, Vol. 14, No. 1, 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; 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":[0.004226642,0.0002124839,0.000453368,0.001597728,0.00009605095,0.001213002,0.005283189,0.0001777307,0.005987919],"category_scores_gemma":[0.05725705,0.0001622979,0.0004126618,0.0006169231,0.00008509463,0.003081294,0.0002551581,0.0005148283,0.0002522002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006197559,"about_ca_system_score_gemma":0.003458772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000104535,"about_ca_topic_score_gemma":0.000002186481,"domain_scores_codex":[0.9941517,0.0002285503,0.002496273,0.0003047177,0.002619085,0.0001997424],"domain_scores_gemma":[0.7989995,0.0007279902,0.002955651,0.000294952,0.1968623,0.0001595449],"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":[0.0001518954,0.0005400531,0.01250188,0.0000105924,0.0003131835,8.450987e-7,0.000112865,0.00002329616,0.00004445712,0.002197013,0.9017141,0.08238975],"study_design_scores_gemma":[0.0008291129,0.00005072815,0.03669766,0.0005275538,0.00007409306,0.00000783982,0.0001227201,0.00001275342,0.0001814354,0.03940267,0.9219657,0.0001277451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.01205646,0.01231983,0.004604909,0.04179876,0.900153,0.0004081642,0.00003975893,0.0000139233,0.02860517],"genre_scores_gemma":[0.1626292,0.000778768,0.006227605,0.01138379,0.05942905,0.00004298957,0.00005407246,0.00003374998,0.7594208],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.840724,"threshold_uncertainty_score":0.9998238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05234804756180722,"score_gpt":0.4695233156705045,"score_spread":0.4171752681086973,"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."}}