{"id":"W4384284948","doi":"10.5406/23256672.99.4.20","title":"Contributors","year":2022,"lang":"en","type":"article","venue":"Italica","topic":"Italian Literature and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icon; Citation; Library science; Art; Art history; Humanities; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004468753,0.00005548839,0.00006287376,0.00001958887,0.0004737356,0.0001031902,0.0001037541,0.000009077009,0.01936357],"category_scores_gemma":[0.000004003214,0.00004557002,0.00005333119,0.00002229418,0.0000381607,0.00007489508,0.00003220153,0.0001046246,0.0001404293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001748023,"about_ca_system_score_gemma":0.000008165802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001264381,"about_ca_topic_score_gemma":0.0000140764,"domain_scores_codex":[0.9995791,0.00002166698,0.00006944492,0.00009038782,0.0001202467,0.0001191438],"domain_scores_gemma":[0.9998218,0.000006873158,0.00002141041,0.00009906316,0.0000249145,0.00002596111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004088588,0.00001923322,0.00001098644,0.000001286522,0.000008293324,0.000008108139,0.01237814,4.763821e-7,0.00002963726,0.5565264,0.4308466,0.0001667006],"study_design_scores_gemma":[0.00009892508,0.00004901153,0.00001611627,9.252818e-7,0.000005644564,0.000005862833,0.003631065,0.000001744067,0.0000215317,0.00189807,0.9941961,0.00007501229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.040517,0.001294223,0.00000135846,0.002192846,0.001430539,0.0001224464,0.0004213344,0.0001479997,0.9538723],"genre_scores_gemma":[0.8421937,1.516071e-7,0.000002784639,0.002051092,0.0004746263,0.0000319737,0.00007090031,0.000006690336,0.1551681],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8016767,"threshold_uncertainty_score":0.9815329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009445179074946271,"score_gpt":0.1708925592078778,"score_spread":0.1614473801329316,"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."}}