{"id":"W4379882375","doi":"10.22323/1.417.0010","title":"Highlights from VERITAS","year":2023,"lang":"en","type":"article","venue":"","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Energy Research Scientific Computing Center; U.S. Department of Energy; Office of Science; Smithsonian Institution; National Science Foundation","keywords":"Physics; Astronomy; Astroparticle physics; Cherenkov radiation; Pulsar; Astrophysics; Cherenkov Telescope Array; Gamma-ray astronomy; Galaxy; Galactic astronomy; Blazar; Radio astronomy; Active galactic nucleus; Supernova; Extragalactic astronomy; LIGO; High-energy astronomy; Gamma ray; Cosmic ray; Milky Way; Detector; Gravitational wave; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.003623303,0.0008802749,0.0004423947,0.001383427,0.001317822,0.005600633,0.001718401,0.002615831,0.05806833],"category_scores_gemma":[0.006599768,0.0002473687,0.0006879648,0.001361445,0.0008895798,0.004606049,0.003135792,0.006387794,0.02435736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002815638,"about_ca_system_score_gemma":0.007915094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046936,"about_ca_topic_score_gemma":0.0105696,"domain_scores_codex":[0.9980691,0.0001846352,0.00008091878,0.0003148647,0.001029383,0.0003210742],"domain_scores_gemma":[0.9937347,0.00094535,0.0002895734,0.0003018536,0.002822094,0.001906492],"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":[0.0001014424,0.00002366944,0.000356569,0.0003841934,0.000008927518,0.0001373607,0.00005182774,0.00008214182,0.0005777894,0.006096361,0.8527644,0.1394152],"study_design_scores_gemma":[0.000008729085,0.00001938626,0.0003653852,0.0001578724,0.000005423854,0.0001330664,0.00004260756,0.00002695073,0.00022144,0.001187773,0.9978257,0.000005560193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004779136,0.2258205,0.006295763,0.3458921,0.1531058,0.0002541277,0.01051605,0.002508825,0.2508276],"genre_scores_gemma":[0.0463541,0.2892638,0.01423775,0.1515563,0.1072626,0.0003053186,0.02612857,0.001843498,0.3630481],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05806833,"threshold_uncertainty_score":0.1942579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008953004789154655,"score_gpt":0.2116992097263843,"score_spread":0.2027462049372297,"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."}}