{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008930156,0.0001783886,0.0003864991,0.00001663901,0.0006544697,0.0002566361,0.0002729285,0.00002098401,0.00005403079],"category_scores_gemma":[0.0000153572,0.00008423282,0.0001893022,0.00006398673,0.0001178483,0.00005680112,0.00003994344,0.0003945711,0.00002460415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004417598,"about_ca_system_score_gemma":0.0001290843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004491365,"about_ca_topic_score_gemma":0.000003831062,"domain_scores_codex":[0.9984886,0.0003088668,0.0003762207,0.0001828813,0.0002388681,0.0004045487],"domain_scores_gemma":[0.9983951,0.0009305176,0.0001580174,0.0002747238,0.0001402959,0.0001013487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004252911,0.0002619996,0.9443806,0.001450511,0.004418055,0.000008059594,0.007003541,0.03461663,0.000101581,0.002030531,0.002493705,0.002809434],"study_design_scores_gemma":[0.01264463,0.001469534,0.7479631,0.005854712,0.006443297,0.001240285,0.1693615,0.04381712,0.001712613,0.0005861325,0.006658373,0.002248742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8952149,0.001198003,0.09703614,0.002497122,0.0004953175,0.0009421089,0.00005231963,0.00001643794,0.002547661],"genre_scores_gemma":[0.9987756,0.000001849997,0.00018264,0.00002021908,0.0006815461,0.00004086074,0.00001110832,0.00001046671,0.0002756831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1964176,"threshold_uncertainty_score":0.5033718,"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."}}