{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02190689,0.002073893,0.004811597,0.005654238,0.003669962,0.008527596,0.004430155,0.0153532,0.1233855],"category_scores_gemma":[0.2712196,0.001189416,0.003338895,0.002503048,0.002556664,0.005014729,0.002767755,0.01003099,0.09090625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003853265,"about_ca_system_score_gemma":0.008531346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004019408,"about_ca_topic_score_gemma":0.007771515,"domain_scores_codex":[0.9712561,0.003872386,0.004856435,0.002001952,0.01660215,0.001410902],"domain_scores_gemma":[0.3220462,0.02057092,0.008250958,0.004423963,0.6320703,0.01263774],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002013121,0.000003267582,0.00004608304,0.0001542181,0.000003466613,0.00003294955,0.00001093306,0.000005867848,0.00002204034,0.00005683527,0.9965518,0.0030924],"study_design_scores_gemma":[0.0001356848,0.00004652299,0.0008562517,0.001604367,0.00004315627,0.0005255926,0.0001980123,0.0001880327,0.0002206496,0.0007596351,0.9953315,0.00009064746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001152132,0.001746658,0.00070734,0.1354516,0.8555025,0.0005106931,0.0005951014,0.0004640835,0.004906823],"genre_scores_gemma":[0.003502514,0.005103579,0.002214734,0.1708168,0.6990281,0.001951058,0.001606343,0.000906082,0.1148709],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9780931,"threshold_uncertainty_score":0.4127657,"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."}}