{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02133995,0.002058703,0.004754356,0.005651767,0.00362615,0.008539343,0.004356961,0.01532766,0.1256469],"category_scores_gemma":[0.2661679,0.001183408,0.003259948,0.002518585,0.002479187,0.005017366,0.00272463,0.009906665,0.09347712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00375534,"about_ca_system_score_gemma":0.008335479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003894895,"about_ca_topic_score_gemma":0.007655649,"domain_scores_codex":[0.9718167,0.003775077,0.004755437,0.001977818,0.01629502,0.001379927],"domain_scores_gemma":[0.3304994,0.0205184,0.008237732,0.004418253,0.6236111,0.0127151],"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":[0.00001950954,0.000003192355,0.00004400829,0.0001503533,0.000003299146,0.00003183643,0.00001056207,0.00000556253,0.00002125035,0.00005537275,0.9966328,0.003022273],"study_design_scores_gemma":[0.0001310685,0.00004534085,0.0008300563,0.001585865,0.00004096153,0.0005132235,0.0001907625,0.0001800169,0.0002100442,0.0007237039,0.9954619,0.00008689115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001125229,0.001772146,0.0006954237,0.1333287,0.8573489,0.0005019426,0.0006006579,0.0004699162,0.005169893],"genre_scores_gemma":[0.003396096,0.005132433,0.002168061,0.1707937,0.6966108,0.001914385,0.001622505,0.0009135025,0.1174486],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1256469,"threshold_uncertainty_score":0.4203308,"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."}}