{"id":"W4409061973","doi":"10.5539/ass.v21n2p54","title":"Reviewer Acknowledgements for Asian Social Science, Vol. 21, No. 2","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; 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":[0.03551609,0.003170884,0.007379986,0.008097911,0.005342496,0.00922812,0.005509778,0.01505828,0.09980706],"category_scores_gemma":[0.3794723,0.001702796,0.003870282,0.003849082,0.003235325,0.006201254,0.003780273,0.01128013,0.06033264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004410285,"about_ca_system_score_gemma":0.01061516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005324717,"about_ca_topic_score_gemma":0.008774724,"domain_scores_codex":[0.9614393,0.006990061,0.008737605,0.002799311,0.0185084,0.001525236],"domain_scores_gemma":[0.2839525,0.02590139,0.01223978,0.005823196,0.6627839,0.009299316],"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":[0.00002816859,0.000003271285,0.00006481689,0.0003766561,0.00000853822,0.00005963115,0.00003982794,0.000006894772,0.00003257884,0.00008741886,0.9958161,0.003475996],"study_design_scores_gemma":[0.0002373611,0.00004222666,0.001033285,0.002951777,0.0001003112,0.0009144656,0.0005280076,0.0003476176,0.0003076759,0.001251349,0.9921408,0.0001452579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001420651,0.00218177,0.0009184685,0.1370168,0.8545946,0.0007924055,0.0006869313,0.0004484565,0.003218534],"genre_scores_gemma":[0.005200433,0.006319279,0.003024595,0.1905635,0.7075456,0.004513791,0.001623034,0.001050164,0.08015963],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09980706,"threshold_uncertainty_score":0.3338879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01962210307287322,"score_gpt":0.3379579143755823,"score_spread":0.3183358113027091,"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."}}