{"id":"W4404834225","doi":"10.5539/mas.v18n1p68","title":"Reviewer Acknowledgements, Vol. 18, No. 1, November 2024","year":2024,"lang":"en","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":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006611552,0.0001246728,0.00008903795,0.00007850384,0.0002906606,0.0001942817,0.0004700436,0.00003063828,0.03409393],"category_scores_gemma":[0.0004874284,0.00009262173,0.00003385737,0.001479403,0.0005041778,0.0005169572,0.0002930928,0.0001476615,0.04974161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003114925,"about_ca_system_score_gemma":0.0001142689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001003841,"about_ca_topic_score_gemma":0.00001128436,"domain_scores_codex":[0.9982586,0.000003543723,0.0002096975,0.0005457647,0.0006485645,0.0003338571],"domain_scores_gemma":[0.9991599,0.00001975714,0.00002909942,0.0003318487,0.000350824,0.0001085845],"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":[0.000001084612,0.00006754668,0.0004363891,0.00002435441,0.000004069254,4.779328e-7,0.0002325176,0.00007079395,0.0634588,0.004187621,0.8824946,0.04902175],"study_design_scores_gemma":[0.00004428334,0.00001032942,0.003816956,0.0000290853,0.000005898867,5.464456e-7,0.00001925703,0.02600332,0.001082173,0.009183439,0.9596224,0.0001822556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01139957,0.00027229,0.01529771,0.0003292871,0.009373209,0.0003801077,0.000008157195,0.000105771,0.9628339],"genre_scores_gemma":[0.7265741,0.0001021765,0.006353454,0.002369799,0.001397527,0.0002473371,0.00001441751,0.00003703216,0.2629042],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7151744,"threshold_uncertainty_score":0.9667891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006528187003834,"score_gpt":0.2825666232582832,"score_spread":0.2625013413882449,"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."}}