{"id":"W4389047843","doi":"10.5539/ies.v16n6p143","title":"Reviewer Acknowledgements for International Education Studies, Vol. 16, No. 6","year":2023,"lang":"en","type":"article","venue":"International Education Studies","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Sociology","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008602722,0.000205054,0.0002467328,0.0003114523,0.0006138773,0.0001463725,0.0005551552,0.0000764083,0.000807335],"category_scores_gemma":[0.2016982,0.0001897094,0.0001535823,0.0005092084,0.0002330383,0.0005431038,0.0001393625,0.00009699801,0.003425732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390568,"about_ca_system_score_gemma":0.00102811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002383913,"about_ca_topic_score_gemma":0.0005168669,"domain_scores_codex":[0.9979934,0.0001042905,0.000519086,0.0004310257,0.000646735,0.0003054324],"domain_scores_gemma":[0.7966681,0.0002673846,0.0002650671,0.0001700526,0.2025158,0.0001135582],"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":[0.000009793107,0.0002703656,0.0006767903,0.00004579248,0.0003693437,5.089481e-8,0.01250768,0.000002213339,0.000007465193,0.004491657,0.9534122,0.02820669],"study_design_scores_gemma":[0.0002355416,0.00001246799,0.0009885476,0.0001926011,0.0000410887,1.706614e-7,0.06797709,0.00001087666,0.00001923434,0.003191774,0.9271393,0.0001913516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.02604279,0.01019253,0.0000346876,0.02864194,0.8944898,0.001312032,0.00007346811,0.0003459312,0.03886681],"genre_scores_gemma":[0.02780301,0.03325336,0.003028301,0.007465594,0.03272405,0.003259258,0.000988189,0.00004072117,0.8914375],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8617657,"threshold_uncertainty_score":0.9973502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373666891612166,"score_gpt":0.5038096671903431,"score_spread":0.3664429780291265,"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."}}