{"id":"W4399694607","doi":"10.1093/mnras/stae1468","title":"Chemical compositions of semiregular variable red giants","year":2024,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; National Astronomical Observatories, Chinese Academy of Sciences; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Ministério da Ciência, Tecnologia e Inovação; Chinese Academy of Sciences; University of Oxford; York University; Leibniz-Gemeinschaft; University of Notre Dame; National Development and Reform Commission; Carnegie Mellon University; Universidad Nacional Autónoma de México; Alfred P. Sloan Foundation; University of Washington; European Space Agency; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Ohio State University; U.S. Department of Energy; Smithsonian Institution; New Mexico State University; University of Portsmouth; Vanderbilt University; Yale University; Max-Planck-Institut für Astrophysik","keywords":"Physics; Astrophysics; Variable star; Astronomy; Red giant; Stars","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":[0.0001402995,0.0001669774,0.0002395354,0.001860315,0.0003154011,0.0003987664,0.000179523,0.0001457394,0.001802397],"category_scores_gemma":[0.000385441,0.00007559033,0.000128979,0.001064753,0.0003034562,0.0001382571,0.000406464,0.0000900668,0.0003942583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001700135,"about_ca_system_score_gemma":0.00008447929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001881066,"about_ca_topic_score_gemma":0.002331214,"domain_scores_codex":[0.9999142,0.00001130174,0.000009013604,0.00002709157,0.00001773179,0.0000206312],"domain_scores_gemma":[0.9995964,0.00006473394,0.0001617089,0.00003555595,0.00005440362,0.00008710023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002657467,0.00001637692,0.9742975,0.00002806308,0.00003889557,0.0001491658,0.0004676275,0.0001120721,0.01855071,0.0001340511,0.0001194359,0.005820409],"study_design_scores_gemma":[0.00000322747,0.00004343621,0.9983717,0.000003374494,0.000009327111,0.0002235108,0.0002148552,0.00006355289,0.0005547453,0.00005044762,0.0004596215,0.000002206081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994401,0.00006685223,0.00003032084,0.000003282846,5.145986e-7,0.000001322952,0.0001914471,0.000002664894,0.0002635799],"genre_scores_gemma":[0.998862,0.00005256363,0.00008472591,0.000008062993,0.000002275669,0.000003369375,0.0007193277,0.000003422334,0.0002642684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001881066,"threshold_uncertainty_score":0.006029606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006711074775999759,"score_gpt":0.2012521142035173,"score_spread":0.1945410394275176,"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."}}