{"id":"W4410718035","doi":"10.5539/hes.v15n2p437","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 15, No. 2","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Mathematics education; Psychology; Medical education; Pedagogy; Political science; Medicine","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":[0.06614409,0.003208617,0.004095598,0.01228993,0.006496777,0.01729441,0.005317771,0.008164156,0.1063635],"category_scores_gemma":[0.463417,0.001292396,0.003107707,0.007155129,0.003197237,0.009682727,0.005748439,0.009342412,0.07099728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006934861,"about_ca_system_score_gemma":0.01818481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839434,"about_ca_topic_score_gemma":0.002974604,"domain_scores_codex":[0.9132987,0.02143988,0.01473732,0.00589267,0.04192593,0.002705507],"domain_scores_gemma":[0.2533773,0.03966203,0.01904349,0.01502423,0.6553863,0.01750664],"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":[0.00001640397,0.000004743562,0.0001047443,0.0003411263,0.000008806973,0.00003736388,0.0001244893,0.000007778993,0.00003494844,0.0004076758,0.9884536,0.01045837],"study_design_scores_gemma":[0.00002391188,0.00001762217,0.0003721614,0.001301096,0.00002260805,0.0002333669,0.0004436689,0.00007537923,0.00007442334,0.0008927578,0.9965093,0.0000336886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001789884,0.004857258,0.00209129,0.1181588,0.8645183,0.0008721509,0.0005338461,0.0006517295,0.008137608],"genre_scores_gemma":[0.0107304,0.01451789,0.008345882,0.1424939,0.6522207,0.005335772,0.002275736,0.00338057,0.1606992],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1063635,"threshold_uncertainty_score":0.3558215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08075921625705644,"score_gpt":0.4424268396955746,"score_spread":0.3616676234385182,"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."}}