{"id":"W2562537925","doi":"10.1515/sem-2015-0051","title":"Towards a semiotics of multilingualism","year":2015,"lang":"en","type":"article","venue":"Semiotica","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Semiotics; Linguistics; Semiosis; Multilingualism; Sociology; Dynamism; Sociocultural evolution; Hierarchy; Epistemology; Philosophy; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009826634,0.00007130951,0.0001463687,0.00006526883,0.00008565941,0.00002021165,0.0002134223,0.0001045957,0.0001889739],"category_scores_gemma":[0.004173337,0.00006931775,0.00005156086,0.0002532357,0.0002544972,0.00005431582,0.00003163594,0.0001046556,0.00007670706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007081246,"about_ca_system_score_gemma":0.001299859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005044273,"about_ca_topic_score_gemma":0.0004140282,"domain_scores_codex":[0.9989064,0.0001656882,0.0002174233,0.0001207913,0.0003522919,0.0002374564],"domain_scores_gemma":[0.9989439,0.0001346912,0.00008240883,0.000190295,0.000326668,0.0003219989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003518946,0.000349172,0.004488435,0.00005102835,0.00003584343,0.000004610426,0.5982386,0.00007803571,0.0003093262,0.3257278,0.0203851,0.05029681],"study_design_scores_gemma":[0.0006875682,0.00006033283,0.001509213,0.0000561024,0.00003248731,0.00000204781,0.04481521,0.0008868772,0.002837261,0.009054206,0.9397678,0.0002908484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3889921,0.0002083696,0.0001129402,0.00545327,0.001286622,0.0002002699,0.00001069,0.0001122251,0.6036235],"genre_scores_gemma":[0.9884474,0.00003663386,0.004624894,0.0005570845,0.0005213148,0.000001339661,0.000003143533,0.000009056703,0.005799145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9193828,"threshold_uncertainty_score":0.7625465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1568370612850866,"score_gpt":0.4997938893921662,"score_spread":0.3429568281070796,"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."}}