{"id":"W3157758294","doi":"10.3847/1538-3881/ac0622","title":"A Systematic Search for Outbursting AM CVn Systems with the Zwicky Transient Facility","year":2021,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutsches Elektronen-Synchrotron; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Stockholms Universitet; National Central University; Nuclear Safety and Security Commission; Queen's University; Johns Hopkins University; W. M. Keck Foundation; Space Telescope Science Institute; National Science Foundation; European Space Agency; University of Washington; Queen's University Belfast; National Aeronautics and Space Administration; California Institute of Technology; Durham University; Smithsonian Institution","keywords":"White dwarf; Astrophysics; Physics; Stars; Astronomy; Cataclysmic variable star; Population; Medicine","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":[0.0004717235,0.0001618659,0.0001579496,0.002729531,0.0005920121,0.0005064645,0.0004457218,0.000159754,0.0009828438],"category_scores_gemma":[0.001162472,0.0001377437,0.0001502444,0.001111697,0.0002253134,0.0003794518,0.0008579555,0.0002016196,0.0001822093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005436083,"about_ca_system_score_gemma":0.000550899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01379328,"about_ca_topic_score_gemma":0.03386433,"domain_scores_codex":[0.9996696,0.000034775,0.00002318331,0.0001043926,0.00008389656,0.00008412859],"domain_scores_gemma":[0.9984093,0.0002425168,0.0006778042,0.0001509818,0.0002409593,0.0002784198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000547037,0.00001858303,0.9849504,0.00001702629,0.00001427204,0.0002788996,0.0001597089,0.00006124427,0.005424785,0.00006313367,0.0003127659,0.008644423],"study_design_scores_gemma":[0.000004474008,0.0000482824,0.9960251,0.00001206648,0.00001621423,0.0004506313,0.0001851692,0.0005068933,0.001664231,0.00003068506,0.00105079,0.000005307137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998359,0.0001440651,0.0004284192,0.00002114367,0.000003632449,0.00002944711,0.0002500346,0.00002056508,0.0007435723],"genre_scores_gemma":[0.9977496,0.00008760907,0.001047417,0.00001779684,0.000006833632,0.00001512263,0.0007224799,0.000007317984,0.0003459087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01379328,"threshold_uncertainty_score":0.027426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097677950070943,"score_gpt":0.2353839447407523,"score_spread":0.2144071652400429,"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."}}