{"id":"W7077055650","doi":"10.1017/epi.2025.10067","title":"EPI volume 22 issue 2 Cover and Front matter","year":2025,"lang":"en","type":"article","venue":"Episteme","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","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; Front (military); Cover (algebra); Volume (thermodynamics); Action (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008100804,0.0009900456,0.0007928647,0.002334427,0.001357698,0.006778318,0.0009052787,0.002312719,0.8820639],"category_scores_gemma":[0.002900461,0.0004120704,0.0006153695,0.001587355,0.000630008,0.002273664,0.002052811,0.00171328,0.8194827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009240629,"about_ca_system_score_gemma":0.001430922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001635384,"about_ca_topic_score_gemma":0.003237854,"domain_scores_codex":[0.9994381,0.0000489844,0.00002111491,0.0001038518,0.0003142396,0.00007360382],"domain_scores_gemma":[0.9982871,0.0002412683,0.00005979348,0.0002479536,0.0006580396,0.0005057907],"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":[0.00002358552,0.00002033451,0.00009191975,0.0001172127,0.000002881957,0.00003336922,0.00001543135,0.00002144443,0.0003904665,0.001350402,0.9467685,0.05116459],"study_design_scores_gemma":[0.000003299605,0.000007334002,0.0002636228,0.00006189939,0.00000171996,0.00004420038,0.00001831969,0.00002313668,0.0001271088,0.0003667802,0.9990804,0.000002230209],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006150624,0.00261458,0.0009252794,0.006497522,0.02164464,0.0001217813,0.004102376,0.002216641,0.9612622],"genre_scores_gemma":[0.001465599,0.001134676,0.0002958769,0.001560474,0.002769162,0.00003107736,0.001390352,0.0005367192,0.9908161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1179361,"threshold_uncertainty_score":0.1682215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006919629293651679,"score_gpt":0.2170555103056001,"score_spread":0.2101358810119484,"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."}}