{"id":"W4416524365","doi":"10.33137/q.i..v46i1.46310","title":"Front Matter","year":2025,"lang":"","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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006788409,0.00123889,0.001247274,0.0006572899,0.0007639448,0.0009619571,0.001480176,0.0007113768,0.5894737],"category_scores_gemma":[0.0006576212,0.001401768,0.0005833578,0.0008621559,0.001193889,0.0003782316,0.000652312,0.001054253,0.9241687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001079284,"about_ca_system_score_gemma":0.0008111898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002700533,"about_ca_topic_score_gemma":0.00005310478,"domain_scores_codex":[0.9926831,0.0005631407,0.001710612,0.001935402,0.0009889514,0.002118818],"domain_scores_gemma":[0.9956897,0.0004513941,0.0004079186,0.002467352,0.0003781038,0.0006055709],"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":[0.0003232455,0.001054549,0.01144868,0.0007603684,0.0008622922,0.0002355833,0.0005584277,0.00001253006,0.001344792,0.03156494,0.9501463,0.001688311],"study_design_scores_gemma":[0.001054703,0.0001774037,0.02759174,0.0009833123,0.001349542,0.00003366008,0.000960296,0.002355537,0.001477044,0.00814267,0.9543114,0.001562648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002117447,0.003220354,0.008580349,0.004944463,0.004127446,0.001246539,0.001571983,0.0004390882,0.9737523],"genre_scores_gemma":[0.5778619,0.00002365617,0.001492018,0.003288781,0.0003520259,0.00008206085,0.00008542729,0.0002665178,0.4165476],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5757445,"threshold_uncertainty_score":0.9988432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720733173138411,"score_gpt":0.2772228006331228,"score_spread":0.2600154689017387,"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."}}