{"id":"W4393320440","doi":"10.3917/lfa.224.0132a","title":"LHUMAINE . n° 3, 2023, « Varia » . dossier coordonné par Jérémi Sauvage, <https://lhumaine.numerev.com/numeros/1232-revue-3-varia>","year":2024,"lang":"fr","type":"article","venue":"Le Français aujourd hui","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","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","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.003823691,0.001233359,0.001546049,0.0002692353,0.003762655,0.002103764,0.002492696,0.001283975,0.02933146],"category_scores_gemma":[0.0009149314,0.001275188,0.001099967,0.005288817,0.003196687,0.002117418,0.0005642009,0.002014673,0.01465297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007434937,"about_ca_system_score_gemma":0.00174122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1231086,"about_ca_topic_score_gemma":0.06615588,"domain_scores_codex":[0.9894255,0.001063527,0.001713767,0.002317048,0.00233146,0.003148743],"domain_scores_gemma":[0.9951322,0.001001104,0.0007273119,0.001403911,0.0004276606,0.001307818],"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":[0.00006527088,0.0006323567,0.003190048,0.0003967078,0.0004566844,0.000232062,0.04779971,0.0001968056,0.000822557,0.2154062,0.6736513,0.0571503],"study_design_scores_gemma":[0.0009822141,0.000155132,0.008964139,0.0009443801,0.0003445413,0.00003520448,0.001718841,0.0007822807,0.00002960506,0.01233173,0.9721255,0.001586398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1370059,0.2012779,0.02200724,0.2552319,0.05968128,0.002793942,0.001577038,0.0014594,0.3189654],"genre_scores_gemma":[0.5821882,0.005401752,0.002393224,0.001902955,0.01107282,0.0001233335,0.00009829164,0.0002009543,0.3966185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4451823,"threshold_uncertainty_score":0.9995161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03209301062801605,"score_gpt":0.2944676009883378,"score_spread":0.2623745903603217,"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."}}