{"id":"W4394648020","doi":"10.48550/arxiv.2404.04422","title":"Long-term variability in debris transiting white dwarfs","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Los Alamos National Laboratory; Planetary Science Division; Deutsches Elektronen-Synchrotron; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Thailand Science Research and Innovation; Stockholms Universitet; Queen's University; Eötvös Loránd Tudományegyetem; California Institute of Technology; European Commission; Johns Hopkins University; Space Telescope Science Institute; National Science Foundation; University of Washington; Queen's University Belfast; National Aeronautics and Space Administration; National Central University; Gordon and Betty Moore Foundation; National Astronomical Research Institute of Thailand; Durham University; Smithsonian Institution","keywords":"Term (time); White dwarf; Debris; Astrobiology; White (mutation); Astrophysics; Environmental science; Physics; Astronomy; Geology; Stars; Meteorology; Chemistry","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":[0.0003676267,0.0001496782,0.0002499405,0.001198107,0.0002963815,0.0005418166,0.000287065,0.0001909812,0.0005040327],"category_scores_gemma":[0.0009074637,0.0001356463,0.0001981619,0.001004988,0.0002557459,0.0003145909,0.0005615895,0.0002244857,0.0002398284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005021294,"about_ca_system_score_gemma":0.0001822003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01211732,"about_ca_topic_score_gemma":0.02846674,"domain_scores_codex":[0.9998032,0.00001035767,0.00001403262,0.00008017838,0.00004919418,0.00004295206],"domain_scores_gemma":[0.9991429,0.00006684439,0.0003660097,0.000067974,0.0001716862,0.000184596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003094588,0.00001349083,0.9911925,0.00001194739,0.00005393091,0.0000678567,0.0002201431,0.0001277857,0.004966108,0.00003645544,0.0001748939,0.003104022],"study_design_scores_gemma":[4.835179e-7,0.000006142862,0.9995497,0.000001157658,0.000004908094,0.00003655654,0.00004060318,0.00007424424,0.0000924807,0.000007350845,0.000185199,0.000001176807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990043,0.00008268082,0.0001291247,0.00001070628,0.000003393782,0.00000239493,0.0004603784,0.00001348722,0.0002935214],"genre_scores_gemma":[0.9980177,0.00003967727,0.0001409924,0.000008630514,0.000006679111,0.000003955828,0.001551544,0.000004547063,0.0002262899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01211732,"threshold_uncertainty_score":0.02409357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03550467682387868,"score_gpt":0.1880612202504927,"score_spread":0.152556543426614,"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."}}