{"id":"W4417106953","doi":"10.24434/j.scoms.2025.03.7050","title":"Editorial","year":2025,"lang":"","type":"article","venue":"Studies in Communication Sciences","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Situated; Focus (optics); Section (typography); Feature (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.006336493,0.0001666449,0.0003147307,0.0004566797,0.002991995,0.0002116342,0.002081992,0.000152104,0.0001416619],"category_scores_gemma":[0.00589169,0.0001603087,0.00007360421,0.003882389,0.008314418,0.0003925571,0.0006648502,0.0003772663,0.00007149947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000350228,"about_ca_system_score_gemma":0.001823691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003591726,"about_ca_topic_score_gemma":0.005714685,"domain_scores_codex":[0.9966506,0.001266329,0.0006494144,0.0003815599,0.0006107712,0.0004413119],"domain_scores_gemma":[0.9958888,0.002667518,0.0002340539,0.00065243,0.0004948337,0.00006239511],"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":[0.00001147186,0.0001804632,0.003987148,0.00004216651,0.00003912783,6.865181e-8,0.2272515,0.00004265384,0.000004018515,0.3050333,0.4389726,0.02443551],"study_design_scores_gemma":[0.0002149199,0.00001792264,0.0005106141,0.0002735594,0.00001061612,4.374176e-8,0.2125743,0.00008194533,0.00001216663,0.02317999,0.7629946,0.0001293224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009369799,0.0346433,0.000005284036,0.04142211,0.2038495,0.0004180589,0.000003481846,0.00004459458,0.7102439],"genre_scores_gemma":[0.907445,0.06497763,0.0007165648,0.001394695,0.01460778,0.00007202945,0.000001166604,0.000004083485,0.01078108],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8980752,"threshold_uncertainty_score":0.998306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3164601753372148,"score_gpt":0.6413291759580825,"score_spread":0.3248690006208677,"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."}}