{"id":"W4407153205","doi":"10.3847/1538-4365/ad9fef","title":"APOKASC-3: The Third Joint Spectroscopic and Asteroseismic Catalog for Evolved Stars in the Kepler Fields","year":2025,"lang":"en","type":"article","venue":"The Astrophysical Journal Supplement Series","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Office of International Science and Engineering; Fundação para a Ciência e a Tecnologia; Agencia Estatal de Investigación; Science Mission Directorate; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; University of Oxford; York University; HORIZON EUROPE Framework Programme; Max-Planck-Institut für Astrophysik; Nuclear Safety and Security Commission; Ministerio de Ciencia, Innovación y Universidades; Universidad Nacional Autónoma de México; Space Telescope Science Institute; New Mexico State University; University of Portsmouth; Joint Institute for Nuclear Astrophysics - Center for the Evolution of the Elements; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; Alfred P. Sloan Foundation; Johns Hopkins University; Generalitat de Catalunya; Carnegie Institution of Washington; University of Utah; Aspen Center for Physics; Ohio State University; U.S. Department of Energy; Smithsonian Institution; Ministério da Ciência, Tecnologia e Inovação; National Aeronautics and Space Administration; Ministerio de Ciencia e Innovación; European Commission; National Science Foundation","keywords":"Kepler; Stars; Astronomy; Joint (building); Physics; Astrophysics; Engineering","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":[0.0003209818,0.0001989883,0.0002531848,0.00003009926,0.0006664352,0.0002079867,0.0003437804,0.00001987692,0.0000968763],"category_scores_gemma":[0.00001152027,0.00009137052,0.0001222905,0.0001066447,0.0001928038,0.0001128437,0.0001137127,0.0004184189,0.000005356119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002054684,"about_ca_system_score_gemma":0.0000427372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002301082,"about_ca_topic_score_gemma":0.00007581679,"domain_scores_codex":[0.9988241,0.000138609,0.0003023501,0.0001636803,0.0002041737,0.0003671363],"domain_scores_gemma":[0.9991849,0.0003774638,0.0001107485,0.000258033,0.00003777917,0.00003104216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009277035,0.0005150431,0.6793422,0.00008738015,0.001496119,0.0000115761,0.01483959,0.0003344404,0.001407118,0.1502028,0.1414145,0.009421574],"study_design_scores_gemma":[0.001996847,0.0007110765,0.8575062,0.00007575631,0.0003033806,0.00001230305,0.01212473,0.0002467976,0.001234997,0.1037674,0.02174914,0.0002714175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8794532,0.0005627431,0.03187044,0.08383974,0.0008801001,0.001462433,0.00009810433,0.00001703557,0.001816191],"genre_scores_gemma":[0.9973527,0.0000487884,0.0007893713,0.0006877975,0.0005561865,0.00006327453,0.00003231692,0.000007739043,0.0004617796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.178164,"threshold_uncertainty_score":0.5125749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120276404793727,"score_gpt":0.2430528249598664,"score_spread":0.2310251844804937,"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."}}