{"id":"W4396525465","doi":"10.1017/epi.2024.15","title":"EPI volume 20 issue 4 Cover and Front matter","year":2023,"lang":"en","type":"article","venue":"Episteme","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, Irvine; University of California, Los Angeles; Universität Konstanz; Université de Genève; University of Waterloo; University of Alberta; Northwestern University; University of Rochester; York University; University of Pittsburgh; University of Cambridge; University of Nebraska-Lincoln; Amherst College; Centre National de la Recherche Scientifique; University of Oxford; University of Notre Dame; London School of Economics and Political Science; Princeton University; Johns Hopkins University; University of Washington; Universität zu Köln; University of Oklahoma; Lunds Universitet; Baylor University; Brown University; Harvard University; University of Southern California; Yale University","keywords":"Front cover; Cover (algebra); Volume (thermodynamics); Front (military); Physics; Geology; Oceanography; Thermodynamics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003800733,0.000101112,0.0002716663,0.0001281973,0.0001208688,0.00008714536,0.0001187469,0.00004457052,0.07860696],"category_scores_gemma":[0.00002362551,0.0001148746,0.00005825727,0.00009556656,0.00009878476,0.000161613,0.000143068,0.00005039486,0.7406479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004026679,"about_ca_system_score_gemma":0.000003782165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001166307,"about_ca_topic_score_gemma":0.000004214739,"domain_scores_codex":[0.9990337,0.00000518195,0.0003025648,0.0003772997,0.00001949425,0.0002617782],"domain_scores_gemma":[0.9995785,0.00002151187,0.0001056898,0.0002234904,0.000008949044,0.00006184397],"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":[0.000002430309,0.000007037025,0.0737685,0.00001773748,0.00003008907,0.000003340442,0.0004022517,0.00001482293,0.000001390444,0.00264507,0.9230115,0.00009578864],"study_design_scores_gemma":[0.0002041877,0.000009014808,0.04672008,0.000005160069,0.000002704965,0.000001099777,0.000161318,0.001045741,0.000002584984,0.00173613,0.9499663,0.0001456415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03521527,0.001070584,0.00008940549,0.003757382,0.003285266,0.0001473848,0.000580449,0.00008144241,0.9557728],"genre_scores_gemma":[0.06884161,0.0001264721,0.00007651144,0.0005408454,0.0001401052,0.00001352317,0.00001552641,0.0000130757,0.9302323],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6620409,"threshold_uncertainty_score":0.9222353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03100901319104427,"score_gpt":0.2069416875794188,"score_spread":0.1759326743883745,"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."}}