{"id":"W4399590138","doi":"10.3917/lf.222.0009","title":"L’exemplification en français : perspectives linguistiques. Introduction","year":2024,"lang":"fr","type":"article","venue":"Langue française","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exemplification; Sociology; Linguistics; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003773756,0.0003249244,0.0003214452,0.0003018811,0.0004385657,0.0006981465,0.0002046022,0.0001956952,0.02590826],"category_scores_gemma":[0.0003705803,0.0003113874,0.0003204641,0.0001775489,0.000404646,0.0002050926,0.00004853809,0.0004619027,0.003162472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068055,"about_ca_system_score_gemma":0.0000914909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03269141,"about_ca_topic_score_gemma":0.002858202,"domain_scores_codex":[0.998149,0.0001051978,0.0004004928,0.0006555193,0.0002991345,0.0003906392],"domain_scores_gemma":[0.9988119,0.0001410139,0.00006720157,0.0004668718,0.0003771154,0.0001358797],"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":[0.00001183509,0.0001569949,0.00004499038,0.0002892321,0.000260334,0.00009108072,0.1168319,0.00005285723,0.00004132161,0.7553141,0.116155,0.01075037],"study_design_scores_gemma":[0.0001262012,0.000056049,0.0001701824,0.0002606614,0.0006110552,0.000009800486,0.01023192,0.003119272,0.0000784822,0.003919641,0.9810348,0.0003820054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007556602,0.522168,0.001177032,0.04299776,0.01501763,0.0003448213,0.0006755668,0.0005744674,0.4094881],"genre_scores_gemma":[0.7876067,0.003806013,0.0002071513,0.0000967331,0.07931894,0.0000305316,0.0002122695,0.00007804265,0.1286436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8648797,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143802701652362,"score_gpt":0.2654664127950106,"score_spread":0.254028385778487,"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."}}