{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00159397,0.0008541393,0.0004011861,0.003488804,0.001000709,0.002770931,0.001219074,0.0008888757,0.08403619],"category_scores_gemma":[0.00268971,0.0004351717,0.0003941568,0.002581326,0.0003090915,0.001519487,0.001728249,0.001427066,0.01980766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001956608,"about_ca_system_score_gemma":0.001848777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06725775,"about_ca_topic_score_gemma":0.08804756,"domain_scores_codex":[0.9987677,0.00008199106,0.00004975476,0.0002920991,0.0005894946,0.0002189404],"domain_scores_gemma":[0.9976066,0.0004240468,0.0002480596,0.0003829537,0.001002873,0.0003353751],"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":[0.0009989032,0.0001586723,0.0606635,0.0008014843,0.0001020308,0.0007891385,0.0003994888,0.001291605,0.009561823,0.003535856,0.7299538,0.1917437],"study_design_scores_gemma":[0.0001082367,0.0001222941,0.1179817,0.0004554499,0.00008572283,0.000467836,0.0006018489,0.001163997,0.004042195,0.001133618,0.8737682,0.00006888095],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.07965095,0.007013369,0.008676,0.00715104,0.003368331,0.000860462,0.5470711,0.01219693,0.3340118],"genre_scores_gemma":[0.2347929,0.004497799,0.02101697,0.00336282,0.001906875,0.0005900821,0.5652757,0.00310267,0.1654542],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08403619,"threshold_uncertainty_score":0.2811291,"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."}}