{"id":"W4409282018","doi":"10.18192/olbij.v14i1.6895","title":"Polyglottes, langues et négociations identitaires","year":2025,"lang":"fr","type":"article","venue":"OLBI Journal","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000717975,0.0001221834,0.0001969922,0.00005375787,0.001978659,0.0003401929,0.0002368724,0.0001227168,0.00054776],"category_scores_gemma":[0.001227193,0.0001047703,0.0001749668,0.0003512574,0.0003885771,0.0002447029,0.00007123382,0.000387446,0.0001862937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002921153,"about_ca_system_score_gemma":0.0003002145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004385613,"about_ca_topic_score_gemma":0.003253552,"domain_scores_codex":[0.9985936,0.0003148441,0.0002793229,0.0001218023,0.0003322,0.0003582374],"domain_scores_gemma":[0.9991438,0.0002401411,0.000145301,0.00006469401,0.0002973184,0.0001087594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002436143,0.00005555869,0.01868527,0.00001267076,0.0002243893,0.00002433898,0.02616287,0.000003991944,0.000006260577,0.6952041,0.2488402,0.01077784],"study_design_scores_gemma":[0.000200101,0.00001838876,0.03369552,0.000203464,0.0001314171,0.000006446676,0.03018834,0.000005253541,0.000004640349,0.05692637,0.8784899,0.0001301942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03451673,0.1101059,0.0004086019,0.173645,0.01436691,0.0001175518,0.00002935417,0.00005918914,0.6667507],"genre_scores_gemma":[0.5150279,0.01614187,0.000566866,0.002382357,0.003002709,0.000003218112,0.00000301236,0.000006114591,0.4628659],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6382778,"threshold_uncertainty_score":0.9993206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02322429644248494,"score_gpt":0.3562066006820547,"score_spread":0.3329823042395698,"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."}}