{"id":"W4409151093","doi":"10.1093/mnras/staf556","title":"A MeerKAT survey of nearby dwarf novae: I. New detections","year":2025,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Institut National de Physique Nucléaire et de Physique des Particules; Deutsches Elektronen-Synchrotron; Stockholms Universitet; Cape Peninsula University of Technology; University of Maryland; Trinity College Dublin; University of the Western Cape; University of Pretoria; National Research Foundation; National Science Foundation; European Space Agency; California Institute of Technology; Neurosciences Research Foundation; University of Cape Town; Diabetes Patient Advocacy Coalition; Universiteit Stellenbosch","keywords":"Physics; Astrophysics; Astronomy; Brown dwarf; Stars","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":[0.0003412857,0.0001763603,0.0002232469,0.00174721,0.0004799778,0.0004652082,0.0002360152,0.0001943901,0.001180249],"category_scores_gemma":[0.0004781507,0.0001888149,0.0001568894,0.0009292858,0.0002846037,0.0004448489,0.0006616956,0.0002550597,0.0004167483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003332394,"about_ca_system_score_gemma":0.0001929282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006400506,"about_ca_topic_score_gemma":0.01390226,"domain_scores_codex":[0.9996988,0.00003220565,0.00001722201,0.00009430609,0.00009566065,0.00006174637],"domain_scores_gemma":[0.9993892,0.00006859214,0.0002142047,0.00005817632,0.000078978,0.0001908591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001313741,0.00004556073,0.9658105,0.00006964555,0.0000320727,0.0004667373,0.001047044,0.00005757368,0.01492458,0.0001063439,0.0002990396,0.01700956],"study_design_scores_gemma":[0.000001726735,0.00002163321,0.9984083,0.000002882481,0.000003481302,0.0002416276,0.0001074138,0.00003713651,0.0001983925,0.000008603299,0.0009675085,0.000001322251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984372,0.0003573614,0.00008370608,0.00002861566,0.000002718172,0.000006580458,0.0002942891,0.000007130348,0.0007823362],"genre_scores_gemma":[0.9979226,0.0002695968,0.0002762259,0.00002558776,0.000009128184,0.000006085346,0.0007001032,0.000003476119,0.0007871269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006400506,"threshold_uncertainty_score":0.01272649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318594122295141,"score_gpt":0.2276415560481169,"score_spread":0.2144556148251655,"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."}}