{"id":"W4407129096","doi":"10.33137/q.i..v44i3.44800","title":"Front 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":"Front cover; Cover (algebra); Art; Engineering; Mechanical 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":[0.0002860882,0.001194872,0.001444815,0.0004661268,0.0002912644,0.0004084144,0.001317382,0.001235643,0.6982768],"category_scores_gemma":[0.0005755668,0.0012368,0.0005179877,0.0003388365,0.0003876481,0.0001315605,0.0003934699,0.001343264,0.9877452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009146988,"about_ca_system_score_gemma":0.001231326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002903905,"about_ca_topic_score_gemma":0.00001987,"domain_scores_codex":[0.9949308,0.000289008,0.0009819106,0.001522166,0.001053009,0.001223093],"domain_scores_gemma":[0.9966105,0.0003759806,0.000500728,0.001822142,0.0003057175,0.0003849815],"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":[0.00008753782,0.0001913916,0.000006664632,0.0005648602,0.0004244545,0.00009432509,0.00007894135,0.00003691931,0.00008846788,0.00149094,0.9966462,0.0002893267],"study_design_scores_gemma":[0.0003717972,0.00009529878,0.00003845656,0.0006232313,0.0004434505,0.000015326,0.00005245994,0.0001958913,0.0002030412,0.0002437977,0.9964651,0.001252157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007485708,0.003170792,0.002779752,0.0002045368,0.007217266,0.0008546623,0.01707252,0.0003558939,0.9683371],"genre_scores_gemma":[0.003253197,0.0001129343,0.0008554599,0.0008051358,0.001451425,0.0001730423,0.005525431,0.0004471801,0.9873762],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2894684,"threshold_uncertainty_score":0.9990082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02393709967065256,"score_gpt":0.2921743418001817,"score_spread":0.2682372421295292,"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."}}