{"id":"W4407126349","doi":"10.33137/q.i..v44i3.44830","title":"Back Cover","year":2025,"lang":"en","type":"paratext","venue":"Quaderni d italianistica","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Art; Engineering","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":[0.0002488826,0.001212312,0.001403187,0.0004512882,0.0002449141,0.0004404761,0.001350648,0.001276167,0.8244753],"category_scores_gemma":[0.0003855978,0.001272596,0.0005169981,0.0006749364,0.0004399963,0.0001428792,0.0004056887,0.00128355,0.9949619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007026406,"about_ca_system_score_gemma":0.0011123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000159619,"about_ca_topic_score_gemma":0.000009626013,"domain_scores_codex":[0.9950107,0.0002930082,0.0009871161,0.00153471,0.0009261908,0.001248269],"domain_scores_gemma":[0.9965447,0.0004053384,0.0004958396,0.001853371,0.0003102312,0.0003905115],"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":[0.00007689094,0.00017604,0.000006323215,0.0008222722,0.000373005,0.0000467368,0.00004585636,0.00003204553,0.0001071897,0.002195765,0.9959726,0.0001452813],"study_design_scores_gemma":[0.0004033228,0.00009403646,0.00001885781,0.0006976143,0.0003416875,0.00001959633,0.00003567297,0.0001440063,0.0002354217,0.0001511972,0.9965788,0.001279832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000635647,0.001805443,0.001352326,0.0002380399,0.006080867,0.0008609959,0.0157128,0.000174251,0.9737689],"genre_scores_gemma":[0.00140156,0.0001210939,0.000873484,0.000915748,0.001308584,0.00009609801,0.005857881,0.0004717085,0.9889538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1704866,"threshold_uncertainty_score":0.9989724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02847512320648735,"score_gpt":0.297644912204383,"score_spread":0.2691697889978957,"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."}}