{"id":"W4406164113","doi":"10.7202/1115131ar","title":"L’avenir de la diversité linguistique et culturelle sur les plateformes","year":2024,"lang":"fr","type":"article","venue":"Lex Electronica","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00263005,0.0002511443,0.0002506131,0.00008113085,0.0004631117,0.0003183075,0.0004409273,0.0005639549,0.001344498],"category_scores_gemma":[0.001392295,0.0002438436,0.000226972,0.0005998125,0.0006047019,0.0002007901,0.0001072107,0.001625527,0.0002132227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257519,"about_ca_system_score_gemma":0.001536855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01934261,"about_ca_topic_score_gemma":0.006242423,"domain_scores_codex":[0.9959924,0.00205117,0.0002095679,0.0004434141,0.0003269143,0.0009765477],"domain_scores_gemma":[0.9980938,0.001387453,0.00006863351,0.000203939,0.00007227414,0.0001738638],"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":[0.00001954765,0.00008985051,0.0007749314,0.0001878748,0.0001996023,0.0002673685,0.02646719,0.0003023468,0.002462034,0.8331763,0.04835314,0.08769979],"study_design_scores_gemma":[0.0001341137,0.0001607379,0.000334996,0.0002320832,0.00009104587,0.00003320463,0.0007630648,0.0008854833,0.001072146,0.0238634,0.9721303,0.0002994401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04408489,0.3811297,0.003542318,0.02066404,0.003271838,0.0002856191,0.00002146549,0.0007123086,0.5462878],"genre_scores_gemma":[0.7827089,0.008460347,0.006753401,0.0004395208,0.00253104,0.00001367168,0.00001515482,0.00005810994,0.1990198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9237772,"threshold_uncertainty_score":0.9995684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471750625105563,"score_gpt":0.3395889793328828,"score_spread":0.3248714730818272,"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."}}