{"id":"W4407926451","doi":"10.5539/hes.v15n1p331","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 15, No. 1","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":"Mathematics education; Higher 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":[0.06722682,0.003184908,0.004358444,0.01340768,0.006608109,0.01667915,0.005494867,0.00848548,0.1068063],"category_scores_gemma":[0.4920519,0.001291396,0.003235359,0.007850899,0.003082657,0.009241404,0.005483135,0.009936831,0.06922708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006995818,"about_ca_system_score_gemma":0.01838168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00178133,"about_ca_topic_score_gemma":0.002889633,"domain_scores_codex":[0.9102967,0.02220841,0.01619208,0.006277061,0.04216149,0.002864329],"domain_scores_gemma":[0.2233896,0.04342058,0.02147288,0.01493051,0.6806557,0.01613083],"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":[0.00001692368,0.000005047706,0.00009980051,0.0003790809,0.00000878415,0.00003678455,0.0001167099,0.000008368675,0.00003083361,0.0004156377,0.9881936,0.01068848],"study_design_scores_gemma":[0.00002445953,0.0000185811,0.0003823276,0.001549292,0.00002374708,0.0002330394,0.0004134467,0.00007825555,0.00006939819,0.0009391603,0.9962329,0.00003544644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001649373,0.004951552,0.001903185,0.115966,0.8675588,0.0008791491,0.0005837028,0.0005712453,0.007421443],"genre_scores_gemma":[0.01002399,0.01518911,0.008438889,0.1339406,0.6878946,0.005620136,0.002562126,0.002920538,0.1334101],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1068063,"threshold_uncertainty_score":0.3573027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08371433978053175,"score_gpt":0.4432133202168658,"score_spread":0.359498980436334,"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."}}