{"id":"W4391093842","doi":"10.1109/tit.2024.3352313","title":"IEEE Transactions on Information Theory publication information","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Information Theory","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Information theory; Information retrieval; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001202011,0.0004131426,0.0002386493,0.001374166,0.0008611061,0.001892222,0.0008419425,0.0002733334,0.0004038986],"category_scores_gemma":[0.0000177003,0.0003830186,0.0002895111,0.00183509,0.0001133881,0.02700382,0.000002664191,0.0008009986,0.006687843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000283858,"about_ca_system_score_gemma":0.0002310547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001305727,"about_ca_topic_score_gemma":0.000003050482,"domain_scores_codex":[0.9971305,0.0002035143,0.00117915,0.0002720375,0.0007386355,0.000476164],"domain_scores_gemma":[0.9975141,0.0005653623,0.0003130857,0.0009568034,0.0004250769,0.0002255703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007196285,0.0000699823,6.71041e-8,0.00007472499,0.00005807799,2.866995e-7,0.002655373,0.04847758,0.00003167896,0.2752116,0.003150981,0.6701977],"study_design_scores_gemma":[0.00144071,0.0005389513,0.00004565279,0.0003164719,0.0001489299,0.0001104987,0.001145171,0.5976893,0.02905915,0.05573731,0.3123404,0.001427424],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002928739,0.00001985166,0.9809198,0.002272614,0.002416985,0.0009202613,0.0002112143,0.001562647,0.01138378],"genre_scores_gemma":[0.9892697,0.0001478827,0.002770754,0.005852331,0.00008836218,0.0008613875,0.0001503161,0.00002295307,0.0008363315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9889768,"threshold_uncertainty_score":0.9998622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009183430584671939,"score_gpt":0.2273155404942751,"score_spread":0.2181321099096031,"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."}}