{"id":"W4414766600","doi":"10.33137/q.i..v45i3.46119","title":"Front Matter","year":2025,"lang":"fr","type":"article","venue":"Quaderni d italianistica","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000450678,0.0007026593,0.0007097762,0.0003129745,0.0003615396,0.0004558605,0.0007702701,0.0005355802,0.562591],"category_scores_gemma":[0.0004263714,0.0008283643,0.0003370475,0.0005085959,0.001015565,0.0003061679,0.0003177806,0.0006960011,0.9216897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009079275,"about_ca_system_score_gemma":0.0004501634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007266991,"about_ca_topic_score_gemma":0.0001189579,"domain_scores_codex":[0.995633,0.0004224378,0.0008904404,0.001051322,0.0005416374,0.001461175],"domain_scores_gemma":[0.997521,0.0003380565,0.0001940734,0.00133535,0.0002220748,0.0003894869],"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":[0.00008507194,0.0006026037,0.006448808,0.0006464439,0.0003895383,0.0002265901,0.0003107963,0.00001251797,0.0004602928,0.09943099,0.8884287,0.002957666],"study_design_scores_gemma":[0.0004802772,0.00008432391,0.01341648,0.0008294787,0.0006740264,0.00004454886,0.0004251818,0.001277049,0.0006902182,0.01139021,0.9699276,0.0007606004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009513042,0.01490644,0.00842382,0.02401571,0.0069688,0.0006412956,0.001557089,0.0003207883,0.9422147],"genre_scores_gemma":[0.1438728,0.00003850597,0.003816869,0.004327296,0.0005497335,0.00006248057,0.0000981076,0.0002128825,0.8470213],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3590986,"threshold_uncertainty_score":0.9994167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01764745283563312,"score_gpt":0.2777784334596176,"score_spread":0.2601309806239844,"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."}}