{"id":"W4206662978","doi":"10.1140/epjs/s11734-021-00295-7","title":"Recent highlights from GENIE v3","year":2021,"lang":"en","type":"article","venue":"ePubs (Science and Technology Facilities Council, Research Councils UK)","topic":"Neutrino Physics Research","field":"Physics and Astronomy","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"H2020 Marie Skłodowska-Curie Actions; H2020 European Research Council; U.S. Department of Energy; High Energy Physics; Science and Technology Facilities Council; Generalitat Valenciana; European Regional Development Fund","keywords":"Neutrino; Milestone; Physics; Core (optical fiber); Physics beyond the Standard Model; Computer science; Particle physics; Geography; Telecommunications","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","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.005643266,0.0003645862,0.0004812773,0.0005165134,0.001634782,0.0006559482,0.001471773,0.0002027395,0.001828001],"category_scores_gemma":[0.000650248,0.0003385827,0.00007633112,0.004695512,0.005629258,0.0006742762,0.001226212,0.001457157,0.0006228359],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002348514,"about_ca_system_score_gemma":0.01765026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101969,"about_ca_topic_score_gemma":0.0003457834,"domain_scores_codex":[0.9877169,0.000182988,0.0004479692,0.001541676,0.008107402,0.002003135],"domain_scores_gemma":[0.9777068,0.0005517791,0.00007559224,0.001525907,0.01971107,0.0004287987],"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":[0.00009247294,0.0005935726,0.00856855,0.00006185389,0.0002294215,0.0002623466,0.003079,0.000005062395,0.1647698,0.5976722,0.04182344,0.1828423],"study_design_scores_gemma":[0.0006299501,0.000129718,0.0002474992,0.00003444114,0.000008729195,0.000008535615,0.00578828,0.00008627369,0.1934932,0.07022537,0.7289657,0.0003823219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8511561,0.004899604,0.0001299076,0.008201987,0.0004053125,0.000642004,0.0007115637,0.0003319705,0.1335216],"genre_scores_gemma":[0.9851,0.002035216,0.0001823397,0.00007397468,0.0002783953,0.0002612835,0.00003222924,0.00003786751,0.01199866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6871423,"threshold_uncertainty_score":0.9999066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09562257018904956,"score_gpt":0.3233118929376939,"score_spread":0.2276893227486443,"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."}}