{"id":"W4411787863","doi":"10.4000/148nf","title":"Édito","year":2025,"lang":"fr","type":"article","venue":"Traduire","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Historical Studies in Education","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"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":[0.0002065565,0.000224206,0.0002418773,0.0001482627,0.0001358334,0.00006724416,0.0002963189,0.0001950743,0.001931483],"category_scores_gemma":[0.00008152394,0.000267566,0.0001439193,0.0009060877,0.0003136778,0.0002052808,0.00005058726,0.0002849778,0.05064541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002830947,"about_ca_system_score_gemma":0.0002689002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001681022,"about_ca_topic_score_gemma":0.00007812514,"domain_scores_codex":[0.9985493,0.0001356326,0.0002537859,0.0003441783,0.0001976311,0.0005195015],"domain_scores_gemma":[0.9991667,0.00009266223,0.0000474485,0.000518147,0.0000560281,0.0001190137],"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":[0.00003313597,0.0002508717,0.001659469,0.0002152675,0.000114481,0.00006072451,0.0003086336,0.00002789133,0.001518737,0.2442792,0.6750442,0.0764873],"study_design_scores_gemma":[0.0006668189,0.00003347188,0.01887886,0.0004722339,0.0001612612,0.00001148434,0.0001177333,0.0007356981,0.002870597,0.006148885,0.9696761,0.000226837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06530596,0.09858649,0.0004531587,0.06871406,0.01627522,0.0005591559,0.0004225468,0.0006697228,0.7490137],"genre_scores_gemma":[0.5767691,0.0001911088,0.0004974437,0.0007757234,0.0007129493,0.00001653248,0.00001691493,0.00007666456,0.4209435],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5114632,"threshold_uncertainty_score":0.9999776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103208345534393,"score_gpt":0.3003065155071426,"score_spread":0.2892744320517987,"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."}}