{"id":"W7160436520","doi":"10.7202/1124906ar","title":"Les multiplicateurs, autre visage des étudiants internationaux ?","year":2025,"lang":"fr","type":"article","venue":"Lien social et Politiques","topic":"History, Culture, and Diplomacy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Western europe; Clientelism; Social impact","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001710236,0.0003050583,0.0003289575,0.000135003,0.001427055,0.000393319,0.0003057666,0.0002410395,0.001269637],"category_scores_gemma":[0.0001076806,0.0003168592,0.0002551103,0.00007307895,0.001416398,0.0005838502,0.00008057926,0.0003324493,0.0001893433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004532894,"about_ca_system_score_gemma":0.0001830317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02520236,"about_ca_topic_score_gemma":0.009959431,"domain_scores_codex":[0.9983439,0.000230303,0.0003723446,0.000354553,0.0001901709,0.0005087331],"domain_scores_gemma":[0.9991758,0.0001116901,0.0001297583,0.000157636,0.000314425,0.0001106935],"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":[0.00001478293,0.0002538561,0.0009982501,0.0001635325,0.0001039288,0.000009283594,0.1114387,2.71489e-7,0.00002570626,0.7946863,0.08677016,0.005535259],"study_design_scores_gemma":[0.000433472,0.00004112786,0.006912503,0.0002489806,0.00007435069,0.000001400193,0.04496012,0.000009288532,0.0001382899,0.04438571,0.902493,0.0003017663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05746054,0.0107236,0.00007884687,0.01054779,0.001513161,0.0002447582,0.0006404046,0.0002713026,0.9185196],"genre_scores_gemma":[0.7563426,0.0009322378,0.0001447544,0.00160464,0.002017216,0.00004594878,0.00007942774,0.00003415274,0.238799],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8157228,"threshold_uncertainty_score":0.9999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04946895814440542,"score_gpt":0.3481857666610448,"score_spread":0.2987168085166393,"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."}}