{"id":"W4416042210","doi":"10.5206/cie-eci.v54i2.24256","title":"Editorial","year":2025,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007522251,0.00006325253,0.00006844038,0.0001567495,0.0000616088,0.00006606426,0.0001027116,0.00002703623,0.000139937],"category_scores_gemma":[0.00008086423,0.00006217062,0.00001664103,0.0001262195,0.00005037355,0.0002229936,0.00003140524,0.00006883327,0.000341093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008937833,"about_ca_system_score_gemma":0.0002249837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002512901,"about_ca_topic_score_gemma":0.0000113216,"domain_scores_codex":[0.9995626,0.00002568846,0.0001119344,0.0001400794,0.0001038867,0.0000557639],"domain_scores_gemma":[0.9993568,0.00004429764,0.00004334161,0.00006740833,0.0004627845,0.00002535422],"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":[0.00003507166,0.0001083238,0.002058425,0.000001694918,0.00002818063,7.171538e-9,0.0003462952,0.000003324885,0.00150396,0.06524142,0.9288265,0.001846761],"study_design_scores_gemma":[0.0002128084,0.000008423938,0.01460424,0.00002281872,0.000007367906,5.255864e-7,0.0004751873,0.000313162,0.0008876278,0.01286689,0.9705431,0.00005785624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.2582791,0.0009259733,0.0007259473,0.00244286,0.3689725,0.0002416603,0.00002123721,0.00007995575,0.3683107],"genre_scores_gemma":[0.9391426,0.00001184521,0.0002806386,0.0002642839,0.02393639,0.000050631,0.00009147659,0.000004114016,0.03621799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6808635,"threshold_uncertainty_score":0.4384175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05902254800599397,"score_gpt":0.4407494759611111,"score_spread":0.3817269279551171,"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."}}