{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02218372,0.002072137,0.00488202,0.005814852,0.00368667,0.008580207,0.004447265,0.01548178,0.1258384],"category_scores_gemma":[0.2773608,0.001196796,0.003324015,0.002606124,0.002543819,0.005092507,0.002781924,0.01002902,0.0931493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003906439,"about_ca_system_score_gemma":0.008617075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00404135,"about_ca_topic_score_gemma":0.00778896,"domain_scores_codex":[0.9705536,0.003985362,0.005067557,0.0020673,0.01688557,0.001440729],"domain_scores_gemma":[0.3182007,0.02140181,0.008485388,0.004475833,0.6350519,0.01238424],"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":[0.00001966174,0.00000318943,0.00004386899,0.0001587962,0.000003334715,0.00003011428,0.00001086665,0.000005522041,0.00002077706,0.00005661023,0.9966163,0.003031061],"study_design_scores_gemma":[0.0001327419,0.00004585486,0.0008383578,0.001692494,0.00004202677,0.0004978706,0.0001938378,0.0001732855,0.0002090788,0.0007348945,0.9953512,0.00008826204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001117971,0.001816226,0.0006928056,0.1362062,0.8544455,0.0005198622,0.0006400211,0.0004666468,0.005101007],"genre_scores_gemma":[0.003409078,0.005370784,0.002245904,0.1759303,0.6919944,0.002050445,0.001740253,0.0009362321,0.1163226],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1258384,"threshold_uncertainty_score":0.4209714,"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."}}