{"id":"W4415759056","doi":"10.5539/mas.v19n2p153","title":"Reviewer Acknowledgements, Vol. 19, No. 2, November 2025","year":2025,"lang":"","type":"article","venue":"Modern Applied Science","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001925805,0.0004098162,0.0003524511,0.0003144559,0.001764497,0.0003767465,0.001858864,0.0001330237,0.02684595],"category_scores_gemma":[0.003400231,0.0003582153,0.0001029669,0.004882285,0.002493821,0.0008664756,0.001311861,0.0004160579,0.02955345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001396418,"about_ca_system_score_gemma":0.001192092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004337725,"about_ca_topic_score_gemma":0.00003836333,"domain_scores_codex":[0.9953321,0.00001638828,0.000809914,0.001465275,0.001367045,0.001009227],"domain_scores_gemma":[0.9955634,0.00006073671,0.0002403118,0.001184215,0.002618931,0.0003324372],"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":[0.00001546734,0.0008077451,0.003716628,0.0001496183,0.00003010992,3.962014e-7,0.0005325555,0.0002957531,0.07735901,0.02250881,0.7325173,0.1620666],"study_design_scores_gemma":[0.0004529591,0.00003215841,0.03831435,0.0001684543,0.000044624,2.183613e-7,0.0001285471,0.02713929,0.003189509,0.02032873,0.9096156,0.0005855608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006668554,0.00107377,0.0442871,0.001414795,0.01938036,0.001555613,0.00003749369,0.00006492449,0.9255174],"genre_scores_gemma":[0.6061718,0.0008825614,0.006576835,0.01149828,0.001143999,0.0003979546,0.00001945001,0.00003600186,0.3732731],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5995032,"threshold_uncertainty_score":0.999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01768542497969784,"score_gpt":0.288872031870271,"score_spread":0.2711866068905732,"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."}}