{"id":"W4413323727","doi":"10.1080/01434632.2025.2540159","title":"Language and sustainable development","year":2025,"lang":"en","type":"article","venue":"Journal of Multilingual and Multicultural Development","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Linguistics; Sociology; Political science; Philosophy","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":[0.002453498,0.0003704738,0.0003601501,0.001371051,0.004097383,0.00795231,0.0007576596,0.002140899,0.008963817],"category_scores_gemma":[0.003897865,0.000111727,0.0002417675,0.001883486,0.01768386,0.005698359,0.005893496,0.002311039,0.001187648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003067112,"about_ca_system_score_gemma":0.003467199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00654583,"about_ca_topic_score_gemma":0.007281457,"domain_scores_codex":[0.9969842,0.001962557,0.00007525745,0.0001893365,0.0003748166,0.0004138639],"domain_scores_gemma":[0.9978451,0.001169285,0.0003091658,0.0001376056,0.0003231205,0.0002158531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000147379,0.00001686884,0.0007064652,0.0001184798,0.000006160074,0.0001713391,0.01531805,0.0001179929,0.0001318414,0.9495005,0.01250779,0.02138978],"study_design_scores_gemma":[0.00001030167,0.00002903934,0.001847739,0.0007437347,0.000008872205,0.0003059958,0.01705905,0.0001406441,0.0002479276,0.4324257,0.5471539,0.00002700839],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03251889,0.0643985,0.003459837,0.1074913,0.001163429,0.00002143199,0.0001354195,0.00006470548,0.7907466],"genre_scores_gemma":[0.8928581,0.02702718,0.001785351,0.0140516,0.001026055,0.00006644471,0.0001111854,0.00008628699,0.06298786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008963817,"threshold_uncertainty_score":0.02998698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009178099330313947,"score_gpt":0.3035242299267517,"score_spread":0.2943461305964378,"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."}}