{"id":"W4416524552","doi":"10.33137/q.i..v46i1.46311","title":"Front Cover","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":[0.0008333254,0.001256852,0.001329691,0.0006106131,0.000851146,0.0009209016,0.001474934,0.0007843354,0.2440917],"category_scores_gemma":[0.002092742,0.001444762,0.0006277116,0.001059356,0.001328649,0.0004288867,0.000647822,0.001106642,0.7300104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00145559,"about_ca_system_score_gemma":0.001508745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002507608,"about_ca_topic_score_gemma":0.0000426822,"domain_scores_codex":[0.9924191,0.0005864605,0.001707651,0.001959589,0.001216045,0.002111193],"domain_scores_gemma":[0.9953092,0.000666494,0.0004542888,0.002404101,0.0004867222,0.0006791633],"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":[0.0005731543,0.001485348,0.00197833,0.0006939547,0.001206623,0.0003540228,0.0006401746,0.00006878104,0.001951478,0.144715,0.8428842,0.003448958],"study_design_scores_gemma":[0.001465774,0.0002818364,0.005130486,0.0008385702,0.001393802,0.00002207783,0.0007116318,0.008390887,0.001770294,0.008284589,0.9702748,0.001435221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001591089,0.005354379,0.01723261,0.002221953,0.005041949,0.001404625,0.002423947,0.0006293625,0.9641001],"genre_scores_gemma":[0.6464797,0.00006680477,0.001187441,0.001480688,0.0003812577,0.00006538514,0.0001034666,0.0002441182,0.3499912],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6448886,"threshold_uncertainty_score":0.9988002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937024094787142,"score_gpt":0.2826977200837606,"score_spread":0.2633274791358892,"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."}}