{"id":"W4404844171","doi":"10.5539/hes.v14n4p241","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 14, No. 4","year":2024,"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; Political 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":[0.06178062,0.003021548,0.003963808,0.01198875,0.005997856,0.01518707,0.00526724,0.007579038,0.1033658],"category_scores_gemma":[0.4480152,0.001186356,0.003125001,0.007144057,0.002988299,0.008386748,0.005133775,0.009153498,0.06532205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006778217,"about_ca_system_score_gemma":0.01765588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001790458,"about_ca_topic_score_gemma":0.002836936,"domain_scores_codex":[0.921566,0.01924847,0.01342286,0.005151403,0.03814416,0.002467209],"domain_scores_gemma":[0.251863,0.039323,0.01971319,0.01395468,0.6586137,0.01653245],"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":[0.0000167601,0.000004808251,0.0001045928,0.0003309431,0.000009026318,0.00003627567,0.0001012144,0.000008148985,0.00003221438,0.0003936483,0.9879219,0.01104061],"study_design_scores_gemma":[0.00002488461,0.00001918395,0.0003996538,0.001414399,0.00002563385,0.0002368977,0.0004078975,0.00008261571,0.00008165554,0.0009286382,0.9963439,0.00003456155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001887087,0.005303586,0.002150569,0.1195737,0.8628445,0.0008662276,0.0005466632,0.000608818,0.007917115],"genre_scores_gemma":[0.0113408,0.01622744,0.009430389,0.1376069,0.6593574,0.005266527,0.002486933,0.002916662,0.1553669],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1033658,"threshold_uncertainty_score":0.3457931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018271645141394,"score_gpt":0.4461799442379471,"score_spread":0.3443527797238077,"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."}}