{"id":"W4387168402","doi":"10.21468/scipostphysproc.13.035","title":"VERITAS highlights of observations and results","year":2023,"lang":"en","type":"article","venue":"SciPost Physics Proceedings","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; Office of Science; U.S. Department of Energy; Helmholtz-Gemeinschaft; National Energy Research Scientific Computing Center; Smithsonian Institution; National Science Foundation","keywords":"Physics; Blazar; Astrophysics; Galaxy; Astronomy; Gamma ray; Supernova; High energy; Quasar; Active galactic nucleus; Gamma-ray astronomy; Supernova remnant","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":[],"consensus_categories":[],"category_scores_codex":[0.0001367088,0.0001470223,0.0001949339,0.00004739326,0.0001514076,0.00004829236,0.0001583742,0.00001863178,0.000005615531],"category_scores_gemma":[0.000006467082,0.0001415375,0.00006101517,0.0006444878,0.00009737725,0.0002998312,0.0001430408,0.00009324291,0.00002665399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001256994,"about_ca_system_score_gemma":0.00004872687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004512426,"about_ca_topic_score_gemma":1.338212e-7,"domain_scores_codex":[0.9989521,0.000003027417,0.0002733276,0.0002747691,0.0002449781,0.0002517908],"domain_scores_gemma":[0.9993399,0.00002801463,0.0001802539,0.000117531,0.0002571347,0.0000771055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003686888,0.0001128127,0.005361181,0.00004551461,0.00009752456,3.266125e-7,0.001922582,0.00003688027,0.04330645,0.9306085,0.008150644,0.01032077],"study_design_scores_gemma":[0.002175281,0.0002973799,0.03856841,0.0001776585,0.0001217353,4.615465e-7,0.002473583,0.007628327,0.04796684,0.8870381,0.01277478,0.0007774957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790673,0.000009476783,0.0002713645,0.0005645101,0.0000980437,0.0001682907,0.0003074043,0.00008668102,0.01942688],"genre_scores_gemma":[0.998764,0.000005211793,0.0003409089,0.00001966619,0.0003534515,0.00002244376,0.00008043017,0.0000208232,0.0003930408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04357039,"threshold_uncertainty_score":0.5771731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02263861577204162,"score_gpt":0.2337678624158915,"score_spread":0.2111292466438499,"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."}}