{"id":"W4411904599","doi":"10.1051/0004-6361/202553823","title":"GOTO065054+593624: An 8.5 mag amplitude dwarf nova identified in real time via Kilonova Seekers","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"Instituto de Astrofísica de Canarias; Universitetet i Oslo; Háskóli Íslands; National Science Foundation; UK Research and Innovation; Liverpool John Moores University; Chinese Academy of Sciences; Centre National d’Etudes Spatiales; University of Portsmouth; Stockholms Universitet; Science and Technology Facilities Council; National Astronomical Research Institute of Thailand; Aarhus Universitet; Turun Yliopisto; Academy of Finland; European Commission; Turun Yliopistosäätiö; Isaac Newton Trust; University of Leicester; Monash University; Leverhulme Trust; People's Government of Yunnan Province; Smithsonian Institution; Alfred P. Sloan Foundation; University of Warwick","keywords":"Physics; Astrophysics; Dwarf nova; Nova (rocket); Kilonova; Amplitude; Astronomy; Ejecta; White dwarf; Stars; Supernova; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001828902,0.0003199043,0.0002791279,0.001408064,0.0006224749,0.0005444076,0.0002739835,0.0003071776,0.001593869],"category_scores_gemma":[0.0004945224,0.0001372409,0.0002493632,0.001371239,0.0002381599,0.0003728827,0.00118612,0.0003143139,0.001246815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003527766,"about_ca_system_score_gemma":0.0004238061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0130076,"about_ca_topic_score_gemma":0.04294819,"domain_scores_codex":[0.9997967,0.00001011989,0.00001073561,0.00005174445,0.00006452494,0.00006620053],"domain_scores_gemma":[0.9996044,0.00002346746,0.0001229803,0.0000691991,0.00004611677,0.0001338639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001250052,0.0002361441,0.8173549,0.0006105758,0.0001788181,0.004436202,0.002217073,0.00100869,0.04442264,0.001390249,0.05790482,0.06898993],"study_design_scores_gemma":[0.00002804475,0.00009459844,0.9247321,0.00007874803,0.00004274961,0.001201757,0.0008873934,0.0006423725,0.002599482,0.0004375376,0.06922679,0.00002852989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419805,0.0004448775,0.0006356115,0.0002249322,0.00005589166,0.00005886695,0.04825323,0.0004138181,0.007932308],"genre_scores_gemma":[0.7344149,0.0006093488,0.004415188,0.0003384117,0.00007924455,0.0001002262,0.2524927,0.000227218,0.007322684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0130076,"threshold_uncertainty_score":0.02586383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119304077059501,"score_gpt":0.2479339448166106,"score_spread":0.2367409040460156,"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."}}