{"id":"W4410844294","doi":"10.5539/elt.v18n6p97","title":"Multilingualism Between Inclusion and Exclusion: A Social Semiotic Analysis of Invented Languages in Chants of Sennaar","year":2025,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multilingualism; Linguistics; Psychology; Semiotics; Inclusion (mineral); Social exclusion; Sociology; Pedagogy; Social psychology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.001572492,0.0001129889,0.0004227269,0.0004800554,0.0004227799,0.00001710004,0.0001972881,0.0001583574,0.00004009617],"category_scores_gemma":[0.001524447,0.0001017597,0.0001135029,0.0010387,0.0001258586,0.0001628458,0.0003819349,0.0002633629,2.020324e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009220313,"about_ca_system_score_gemma":0.00005086847,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01529788,"about_ca_topic_score_gemma":0.009863346,"domain_scores_codex":[0.9983347,0.0005595852,0.0003584681,0.0002135201,0.0003132332,0.0002204889],"domain_scores_gemma":[0.9993606,0.0002409845,0.000176526,0.0001240901,0.00005475466,0.00004307584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001221345,0.00005387786,0.02934109,0.00005973699,0.0001536033,0.00001119472,0.9447067,0.00001139518,0.004875308,0.002236674,0.00001789536,0.01852028],"study_design_scores_gemma":[0.001237298,0.00003180893,0.0750659,0.0004170267,0.0008156731,1.91245e-7,0.9176351,0.0008030957,0.002807134,0.0004281962,0.0004339071,0.0003246935],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935807,0.00132947,0.00007266158,0.0001816394,0.00006845619,0.0001623125,0.00002451779,0.00005676278,0.004523491],"genre_scores_gemma":[0.999224,0.00002674816,0.0001658372,0.00005966271,0.0001879865,0.000002770905,0.00005243804,0.000005925997,0.0002746424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04572481,"threshold_uncertainty_score":0.9912593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01211765180233303,"score_gpt":0.3561462471505692,"score_spread":0.3440285953482362,"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."}}