{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001535234,0.00008501414,0.0001163894,0.00002583254,0.00008219972,0.00008019574,0.0003257284,0.00005250793,0.002238063],"category_scores_gemma":[0.00003113357,0.00007813526,0.00002654364,0.00008119279,0.00004454301,0.0001132887,0.0002901095,0.00007852745,0.003057191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000143532,"about_ca_system_score_gemma":0.00001925468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002697745,"about_ca_topic_score_gemma":8.215635e-7,"domain_scores_codex":[0.9993196,0.00002875499,0.0001307774,0.000273675,0.00007337186,0.0001738424],"domain_scores_gemma":[0.9994917,0.00003443215,0.00003384845,0.0003654984,0.00003484241,0.00003966566],"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":[0.00000482728,0.00003136211,0.03496273,0.0001759863,0.00002624207,0.00002913533,0.0003089173,0.00004988939,0.0006772846,0.007609541,0.9513548,0.004769302],"study_design_scores_gemma":[0.000130855,0.00001021857,0.01845567,0.00002970119,0.00000313794,0.000008456238,0.0000103337,0.005093818,0.0006232732,0.004869591,0.9706655,0.0000995091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005253461,0.0005530748,0.1256555,0.06073046,0.0006539287,0.0001358741,0.00000233532,0.0001223859,0.8068929],"genre_scores_gemma":[0.3434496,0.000004565162,0.003177021,0.002701623,0.00005433041,0.000009342226,0.000001692432,0.000001107761,0.6506007],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3381962,"threshold_uncertainty_score":0.998674,"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."}}