{"id":"W4221161530","doi":"10.1103/physrevd.106.062002","title":"Search for gravitational waves from Scorpius X-1 with a hidden Markov model in O3 LIGO data","year":2022,"lang":"en","type":"article","venue":"Physical review. D/Physical review. 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Vlaamse regering; National Astronomical Observatory of Japan; Ministry of Science and Technology, Taiwan; Ministry of Education, India; Narodowym Centrum Nauki; Conseil Régional, Île-de-France; Scottish Universities Physics Alliance; National Natural Science Foundation of China; National Research Foundation of Korea; Division of Human Resource Development; Korea Astronomy and Space Science Institute; Hungarian Scientific Research Fund; Generalitat de Catalunya; Generalitat Valenciana; Kavli Foundation; U.S. Department of Energy; Great Southern Development Commission, Government of Western Australia; Agencia Estatal de Investigación; Govern de les Illes Balears; Korea Institute of Science and Technology Information; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministry of Education, Culture, Sports, Science and Technology; Council of Scientific and Industrial Research, India; Conselleria de Innovación, Universidades, Ciencia y Sociedad Digital, Generalitat Valenciana; Russian Foundation for Basic Research; High Energy Accelerator Research Organization; Canada Foundation for Innovation; Fonds De La Recherche Scientifique - FNRS; Centres de Recerca de Catalunya; Institut des Origines de Lyon; Research Corporation for Science Advancement; Russian Science Foundation; European Commission; Leverhulme Trust; Scottish Funding Council; Istituto Nazionale di Fisica Nucleare; Department of Science and Technology, Ministry of Science and Technology, India; Fundacja na rzecz Nauki Polskiej; Academia Sinica; Abdus Salam International Centre for Theoretical Physics; Ministerio de Ciencia e Innovación; National Science Foundation; European Social Fund; Royal Society; Fonds Wetenschappelijk Onderzoek","keywords":"LIGO; Physics; Gravitational wave; Hidden Markov model; Astrophysics; Observatory; Gravitational-wave observatory; Astronomy; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001428822,0.0003226379,0.0004657873,0.000981006,0.000542866,0.0008334324,0.0003792972,0.0004199058,0.00145435],"category_scores_gemma":[0.002515625,0.0001691704,0.0005763862,0.001055033,0.0003442214,0.0003871095,0.0005514586,0.000392594,0.0002807303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007171038,"about_ca_system_score_gemma":0.0007423462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01678089,"about_ca_topic_score_gemma":0.01466946,"domain_scores_codex":[0.9996659,0.00008435629,0.00002085632,0.00008655916,0.00007580451,0.00006655038],"domain_scores_gemma":[0.9981695,0.001197484,0.0002896668,0.0001459144,0.00009274523,0.0001047314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001787729,0.0001708973,0.6986351,0.0003067648,0.0007105874,0.0007734686,0.0005654754,0.21137,0.01509395,0.003718926,0.002816948,0.06405026],"study_design_scores_gemma":[0.0001525498,0.0002740405,0.488106,0.00006616965,0.0003174116,0.0003252403,0.0002947277,0.4933043,0.008257352,0.005793584,0.003020038,0.00008864618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948309,0.0001796533,0.003268936,0.00008412107,0.000003298238,0.00001080495,0.0006553347,0.0001060012,0.0008609386],"genre_scores_gemma":[0.9950572,0.0001172163,0.002589327,0.00002650791,0.000006396263,0.00001038654,0.001845517,0.00002105458,0.0003262943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01678089,"threshold_uncertainty_score":0.03336644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04115268850290296,"score_gpt":0.4758220887497783,"score_spread":0.4346694002468754,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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