{"id":"W4377865005","doi":"10.48550/arxiv.2305.12974","title":"Rapidly Evolving Transients in Archival ZTF Public Alerts","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stockholms Universitet; Council for Higher Education; Israel Science Foundation; Deutsches Elektronen-Synchrotron; European Commission; University of Washington; Canadian Institute for Advanced Research; California Institute of Technology; Science Foundation Ireland; National Science Foundation","keywords":"Astrophysics; Physics; Transient (computer programming); Kilonova; Gravitational wave; Light curve; Supernova; Event (particle physics); Astronomy; LIGO; Computer science","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":[0.001013922,0.000308573,0.000260205,0.00715626,0.0005973049,0.001566085,0.0006517162,0.0005102278,0.006506269],"category_scores_gemma":[0.005171962,0.0001828826,0.0002181441,0.006077548,0.0002870683,0.001296814,0.001588584,0.0003221179,0.002254537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193945,"about_ca_system_score_gemma":0.0007409712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01965081,"about_ca_topic_score_gemma":0.02777172,"domain_scores_codex":[0.9991848,0.00004947856,0.0000611729,0.0001586499,0.0002953464,0.0002504004],"domain_scores_gemma":[0.9972811,0.0005105774,0.001169224,0.000426317,0.0003507547,0.0002621011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005860392,0.0001201321,0.8528192,0.0002776571,0.00006976662,0.001138444,0.002093142,0.0008033999,0.004852197,0.005014902,0.03807423,0.09415077],"study_design_scores_gemma":[0.00002888976,0.0000614277,0.9289445,0.0001271005,0.00004103843,0.0006903825,0.001438058,0.002760175,0.002615053,0.001740462,0.0615159,0.00003716785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417718,0.0005934784,0.003015889,0.0003685874,0.00005868218,0.0001424036,0.04075994,0.0007297184,0.01255947],"genre_scores_gemma":[0.8945354,0.0005163738,0.004475151,0.0001737146,0.0001434052,0.0001722708,0.09229339,0.0002642132,0.007426141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01965081,"threshold_uncertainty_score":0.03907287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.079028013031922,"score_gpt":0.1951680360867326,"score_spread":0.1161400230548106,"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."}}