{"id":"W4319787659","doi":"10.1103/physrevd.107.043010","title":"Breaking bad degeneracies with Love relations: Improving gravitational-wave measurements through universal relations","year":2023,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Pulsars and Gravitational Waves Research","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kavli Institute for Cosmological Physics, University of Chicago; University of Illinois at Urbana-Champaign; National Centre for Supercomputing Applications; Kavli Foundation; Canadian Institute for Advanced Research; Massachusetts Institute of Technology; Owens Family Foundation; National Science Foundation","keywords":"Physics; Neutron star; Astrophysics; Redshift; Gravitational wave; Binary number; Equation of state; Population; Galaxy; Quantum mechanics","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":[0.00635445,0.0008301416,0.0009157525,0.001933572,0.000851878,0.001960247,0.001653866,0.001050715,0.001491378],"category_scores_gemma":[0.03663628,0.0006673335,0.0005681932,0.00132368,0.001968517,0.005860681,0.004389349,0.001719768,0.0003703621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000708395,"about_ca_system_score_gemma":0.0007024415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001893126,"about_ca_topic_score_gemma":0.002452134,"domain_scores_codex":[0.9972724,0.001140123,0.0001605658,0.000604229,0.0006319024,0.000190754],"domain_scores_gemma":[0.9869647,0.006638779,0.002245841,0.003066985,0.0006500496,0.000433632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007549681,0.0002727181,0.1058074,0.0003719412,0.0002987115,0.0003462172,0.001237328,0.1920143,0.0235621,0.2560534,0.001915183,0.4173657],"study_design_scores_gemma":[0.00005240951,0.0001640188,0.018098,0.00009881856,0.00005778841,0.0002707444,0.0001398695,0.804719,0.010694,0.161265,0.004336984,0.0001034499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3234555,0.001159823,0.6671013,0.0006544923,0.00004471749,0.00005005471,0.0005012876,0.0007303439,0.006302474],"genre_scores_gemma":[0.9010785,0.0003566193,0.09726865,0.0001273975,0.00004977337,0.00003535767,0.0005092056,0.00007754265,0.0004970026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00635445,"threshold_uncertainty_score":0.03360593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04265651099822783,"score_gpt":0.4467761287461978,"score_spread":0.40411961774797,"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."}}