{"id":"W4385272184","doi":"10.4995/rlyla.2023.18221","title":"Regional variety preferences by teachers in USA","year":2023,"lang":"en","type":"article","venue":"Revista de Lingüística y Lenguas Aplicadas","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Variety (cybernetics); Comprehension; Psychology; Pedagogy; Geography; Mathematics education; Mathematics; Linguistics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006916922,0.0001089952,0.0001926581,0.0007531873,0.0009982612,0.00157468,0.0002048371,0.0002846949,0.00456048],"category_scores_gemma":[0.002808172,0.0001470099,0.0001261839,0.0007805021,0.0004744607,0.000620981,0.0008629687,0.0004458678,0.0005837888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008320363,"about_ca_system_score_gemma":0.0005573021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02915941,"about_ca_topic_score_gemma":0.08293409,"domain_scores_codex":[0.9994003,0.0001647033,0.0000383386,0.0001126161,0.0001393953,0.0001446713],"domain_scores_gemma":[0.9980123,0.0004502374,0.0005082554,0.00006960089,0.0005499625,0.0004096242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003382047,0.0001379393,0.6915565,0.0001355676,0.00002601233,0.00118649,0.2527769,0.00009725351,0.006143449,0.00123144,0.003315652,0.04305468],"study_design_scores_gemma":[0.0000135125,0.000186353,0.6255142,0.000155954,0.00002038318,0.0007347909,0.3495013,0.0001225059,0.0007602066,0.0002574952,0.02270574,0.00002755588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961042,0.0001555866,0.00003605517,0.0001011203,0.000004656602,0.000002937756,0.00003966001,0.000002559936,0.003553158],"genre_scores_gemma":[0.9979091,0.0001962311,0.00005848851,0.00007824173,0.000003026519,0.000007068305,0.00004637141,0.00000552396,0.001696115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02915941,"threshold_uncertainty_score":0.0579794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09029836789519502,"score_gpt":0.4443836026711886,"score_spread":0.3540852347759936,"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."}}