{"id":"W4394700010","doi":"10.33137/q.i..v7i1.41568","title":"Front Cover","year":2023,"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; Front (military); Cover (algebra); Environmental science; Geology; Geography; Engineering; Meteorology; 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":[0.0004022576,0.001202056,0.001388309,0.0004609581,0.0002970728,0.0004299376,0.001255852,0.001196633,0.6047077],"category_scores_gemma":[0.0006648695,0.001239818,0.0005233709,0.0004360198,0.0004243813,0.0001415594,0.0003969604,0.001323898,0.9987028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007769958,"about_ca_system_score_gemma":0.0006188011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003848538,"about_ca_topic_score_gemma":0.00005158011,"domain_scores_codex":[0.9942316,0.0002649781,0.0009931786,0.001584659,0.001428041,0.001497541],"domain_scores_gemma":[0.996466,0.0004436342,0.0005670639,0.001745486,0.0002446178,0.0005331485],"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":[0.00006102268,0.0001184949,0.000004187566,0.0003457744,0.0003757167,0.0002635624,0.0001407606,0.00006471189,0.0001329106,0.0006023584,0.9977483,0.0001421916],"study_design_scores_gemma":[0.0003168776,0.0001282863,0.00009422962,0.000359853,0.0002992161,0.00002633364,0.00009531533,0.0003042224,0.0001072218,0.0003123193,0.9965056,0.001450511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002383713,0.001032825,0.0007447472,0.0001784371,0.0101308,0.0008015307,0.01951098,0.001009201,0.9665676],"genre_scores_gemma":[0.002987465,0.0001242271,0.0003752389,0.0003291795,0.002765925,0.0002165843,0.007700815,0.001511437,0.9839891],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3939951,"threshold_uncertainty_score":0.9990051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03973581152104801,"score_gpt":0.3016359002227055,"score_spread":0.2619000887016575,"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."}}