{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03520381,0.003045893,0.007257317,0.007744159,0.005388581,0.009061692,0.005555204,0.01498975,0.1007207],"category_scores_gemma":[0.3753978,0.001625232,0.004061482,0.003819567,0.003336436,0.005740607,0.003667338,0.01120753,0.0612089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004634146,"about_ca_system_score_gemma":0.01111695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005759258,"about_ca_topic_score_gemma":0.009346243,"domain_scores_codex":[0.9622825,0.00668021,0.008540754,0.002666617,0.0183048,0.001525218],"domain_scores_gemma":[0.2783859,0.02437418,0.01199366,0.005559139,0.6706322,0.00905495],"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":[0.00002843929,0.000003200573,0.00006975036,0.0003626837,0.000008713088,0.00006115267,0.00004012847,0.000007233048,0.00003242109,0.00009346767,0.9956722,0.00362061],"study_design_scores_gemma":[0.0002419117,0.00004032977,0.00105837,0.002971609,0.0001065838,0.0009355168,0.0005341118,0.0003793221,0.0003289256,0.001406175,0.9918481,0.0001491666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001545968,0.002122024,0.001042652,0.1401282,0.8509669,0.0008884994,0.0007231369,0.0005022105,0.003471794],"genre_scores_gemma":[0.00602142,0.006642224,0.00342817,0.1968007,0.6952821,0.004855249,0.001714177,0.001173515,0.08408237],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1007207,"threshold_uncertainty_score":0.3369445,"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."}}