{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003825001,0.002080058,0.0009200242,0.001604252,0.001463029,0.004290725,0.0007834511,0.003796443,0.9115666],"category_scores_gemma":[0.001179812,0.0004270501,0.0007547433,0.0006654794,0.0009393329,0.001518426,0.00163019,0.001599901,0.8756011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005336549,"about_ca_system_score_gemma":0.0008141921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00135551,"about_ca_topic_score_gemma":0.002184275,"domain_scores_codex":[0.9996173,0.00003433554,0.00001414844,0.0001395288,0.00008493468,0.0001096219],"domain_scores_gemma":[0.9993953,0.0001434259,0.00004138735,0.00006076883,0.0001018976,0.0002573027],"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":[0.0001611484,0.000242607,0.001199481,0.0003532854,0.00002765422,0.0005908252,0.0001258679,0.00009649529,0.00193695,0.008040845,0.6855763,0.3016485],"study_design_scores_gemma":[0.0000352981,0.00005191484,0.001626229,0.000262083,0.000007973381,0.000576478,0.0001122939,0.00005128291,0.0002149958,0.0008926946,0.9961612,0.000007476161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001344543,0.001360349,0.0003464629,0.002472539,0.003206205,0.00004720784,0.001102322,0.0005328431,0.9895874],"genre_scores_gemma":[0.004064643,0.0006849957,0.0003008885,0.001311778,0.0007965383,0.00003235701,0.0004794269,0.0001316824,0.9921977],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08843338,"threshold_uncertainty_score":0.1261394,"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."}}