{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002123137,0.0001738088,0.0002466165,0.0003356719,0.003517879,0.0007503881,0.002936953,0.00007048742,0.00004244026],"category_scores_gemma":[0.004034918,0.0001614037,0.000130012,0.004231333,0.001602122,0.001224574,0.0005208388,0.0001162968,0.0003705245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003902136,"about_ca_system_score_gemma":0.001999015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002390409,"about_ca_topic_score_gemma":0.00001054641,"domain_scores_codex":[0.9972585,0.00004931191,0.0003432143,0.0006929928,0.0008655397,0.0007903921],"domain_scores_gemma":[0.9911404,0.00004249854,0.0001630984,0.0003431436,0.008158936,0.0001519743],"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":[0.000001029361,0.00006208647,0.0002370011,0.00003618206,0.000006375494,1.348771e-7,0.004769974,1.834389e-8,0.0003695534,0.2937543,0.5250951,0.1756682],"study_design_scores_gemma":[0.0001881317,0.00002989391,0.06775486,0.00005062823,0.000008100467,2.037179e-7,0.000463133,0.00004301807,0.0003659948,0.007789413,0.9230719,0.00023474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003417172,0.0001274555,0.01077434,0.005500172,0.02779357,0.000699955,0.00001141745,0.0001143795,0.954637],"genre_scores_gemma":[0.8647873,0.00002822119,0.01413344,0.007483764,0.01991417,0.0005965137,0.000008285891,0.00003210835,0.09301616],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8644456,"threshold_uncertainty_score":0.9977794,"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."}}