{"id":"W4393320416","doi":"10.3917/lfa.224.0129a","title":"LANGAGE ET SOCIÉTÉ . n° 180-3, 2023, « Varia » . <https://www.editions-msh.fr/livre/langage-societe-n-180-2023-3/>","year":2024,"lang":"fr","type":"article","venue":"Le Français aujourd hui","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Internal medicine; Medicine","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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003302151,0.001037386,0.001313378,0.0002663939,0.004491,0.001295854,0.001161645,0.00128399,0.01704949],"category_scores_gemma":[0.00105589,0.001100405,0.001362549,0.002434061,0.00241448,0.001145088,0.0004686383,0.002891604,0.02590069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009536696,"about_ca_system_score_gemma":0.001096817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0540713,"about_ca_topic_score_gemma":0.04847027,"domain_scores_codex":[0.991766,0.001646893,0.001171988,0.001473059,0.001824117,0.00211794],"domain_scores_gemma":[0.9956892,0.002023408,0.0003545685,0.0008112623,0.000401501,0.0007200274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001198566,0.0003545399,0.00008199817,0.0002312432,0.0006404439,0.00009437207,0.0727227,0.00002355776,0.0001782845,0.2187893,0.6968744,0.009997206],"study_design_scores_gemma":[0.0007800355,0.0001069512,0.00121896,0.0005254052,0.0004484978,0.00001024581,0.00973029,0.0001727799,0.00001588791,0.01774535,0.9680329,0.001212714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01242455,0.3182177,0.003495252,0.0606958,0.03360163,0.001185878,0.001977158,0.00122441,0.5671776],"genre_scores_gemma":[0.3032042,0.02309527,0.002491217,0.004638198,0.01686164,0.0002824843,0.0005821456,0.0002871507,0.6485577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2951224,"threshold_uncertainty_score":0.9997409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04978619050544645,"score_gpt":0.3032717590728327,"score_spread":0.2534855685673862,"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."}}