{"id":"W4405629346","doi":"10.70637/5egyvv94","title":"Étude exploratoire des réflexions métasociolinguistiques des étudiants internationaux universitaires au Saguenay–Lac-Saint-Jean sur leur intégration linguistique","year":2024,"lang":"en","type":"article","venue":"Actes des Journées de linguistique","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affect (linguistics); Context (archaeology); Stress (linguistics); Exploratory research; Psychology; Sociology; Humanities; Social science; Geography; Art; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.001821913,0.000638616,0.000611929,0.000372875,0.004070702,0.001135846,0.0008751476,0.0004915645,0.0001031509],"category_scores_gemma":[0.04057817,0.0006009393,0.0004391141,0.0008384686,0.002946073,0.0007803799,0.0002860646,0.0009474605,0.00008557067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003759887,"about_ca_system_score_gemma":0.001392797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08825649,"about_ca_topic_score_gemma":0.1541914,"domain_scores_codex":[0.9956154,0.0007833734,0.0008074403,0.0007834528,0.0006828323,0.001327515],"domain_scores_gemma":[0.993703,0.001894839,0.0002967051,0.0003309859,0.003160663,0.0006137859],"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":[0.000110074,0.0003095359,0.289151,0.0005249483,0.0009399715,0.001135573,0.2656869,0.0003411955,0.000304647,0.4240724,0.002735812,0.01468791],"study_design_scores_gemma":[0.001542058,0.0007054627,0.1114455,0.007741137,0.0009319831,0.0001152839,0.08661561,0.002823479,0.00228543,0.5452271,0.2367821,0.003784858],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964476,0.01407622,0.003373342,0.003492557,0.002193619,0.0005425447,0.00006702657,0.001349444,0.01042917],"genre_scores_gemma":[0.9769487,0.01096378,0.004384372,0.0001953679,0.005610189,0.0000581267,0.00006334983,0.0001019011,0.001674218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2340463,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04039435161191066,"score_gpt":0.3377857750375695,"score_spread":0.2973914234256588,"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."}}