{"id":"W4413859228","doi":"10.5539/hes.v15n3p426","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 15, No. 3","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; Pedagogy; Medical education; 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":[0.0623338,0.002834504,0.003734732,0.01135308,0.00607261,0.01567153,0.004914146,0.00769359,0.1047926],"category_scores_gemma":[0.4439901,0.001134705,0.003034785,0.007191871,0.002912335,0.008275882,0.005033259,0.008851496,0.06647743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006762186,"about_ca_system_score_gemma":0.01827829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001777681,"about_ca_topic_score_gemma":0.002873747,"domain_scores_codex":[0.9205052,0.02016423,0.01412963,0.005050158,0.03765649,0.002494359],"domain_scores_gemma":[0.2649219,0.04223149,0.02068066,0.01506847,0.6395951,0.01750234],"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":[0.00001698761,0.000004955907,0.0001208727,0.0003312289,0.000008830952,0.00003823273,0.0001176852,0.000008129652,0.00003546527,0.0004521091,0.9871584,0.01170719],"study_design_scores_gemma":[0.00002370092,0.00001782996,0.0004107549,0.00136487,0.00002287481,0.0002386756,0.0004215748,0.00008052432,0.00007774754,0.0009847059,0.9963248,0.00003198885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0002277378,0.005727306,0.002475477,0.137227,0.8419788,0.001012112,0.0006039611,0.0007267664,0.01002081],"genre_scores_gemma":[0.01362095,0.01732277,0.0101186,0.1500526,0.6308584,0.005631411,0.002469694,0.003437016,0.1664885],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1047926,"threshold_uncertainty_score":0.3505663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08215458718126277,"score_gpt":0.4425717552931697,"score_spread":0.3604171681119069,"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."}}