{"id":"W4410927292","doi":"10.5539/ass.v21n3p72","title":"Reviewer Acknowledgements for Asian Social Science, Vol. 21, No. 3","year":2025,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Educational Systems and Policies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Psychology; Social 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002133369,0.0001738382,0.0002465829,0.0003357743,0.00351734,0.0007503179,0.002936734,0.00007048122,0.0000421917],"category_scores_gemma":[0.004080992,0.0001614145,0.0001300282,0.004232965,0.001602253,0.001224681,0.0005205445,0.0001162995,0.0003783228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003916051,"about_ca_system_score_gemma":0.002008651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002393535,"about_ca_topic_score_gemma":0.00001055585,"domain_scores_codex":[0.9972578,0.00004928193,0.0003432144,0.0006931984,0.0008659177,0.0007906124],"domain_scores_gemma":[0.9910538,0.000042713,0.000162901,0.0003432706,0.008245362,0.0001519799],"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":[0.00000105712,0.00006305116,0.0002486098,0.00003703484,0.000006470258,1.350466e-7,0.004841146,1.855182e-8,0.0003892073,0.2929834,0.5249223,0.1765077],"study_design_scores_gemma":[0.0001900001,0.00002994149,0.06860209,0.00005128923,0.000008083011,2.020733e-7,0.0004670165,0.00004349789,0.0003771021,0.007776655,0.9222181,0.0002359714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003481135,0.0001267886,0.01111461,0.005529763,0.02803156,0.0007046285,0.00001154786,0.000114833,0.9540182],"genre_scores_gemma":[0.8660919,0.0000273305,0.01397924,0.007323525,0.01944484,0.0005844197,0.000007948344,0.00003148627,0.0925093],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8657438,"threshold_uncertainty_score":0.99778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002274627803205,"score_gpt":0.3381192849462409,"score_spread":0.3180965386682089,"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."}}