{"id":"W2972476463","doi":"10.1093/mnras/stz2356","title":"Insights from the APOKASC determination of the evolutionary state of red-giant stars by consolidation of different methods","year":2019,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Fundação para a Ciência e a Tecnologia; European Research Council; Smithsonian Astrophysical Observatory; Science and Technology Facilities Council; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Ministério da Ciência, Tecnologia e Inovação; Federación Española de Enfermedades Raras; Generalitat de Catalunya; University of Oxford; York University; Carnegie Institution for Science; Universidad Nacional Autónoma de México; Space Telescope Science Institute; National Aeronautics and Space Administration; Stellar Astrophysics Centre; Danmarks Grundforskningsfond; Leibniz-Gemeinschaft; University of Notre Dame; Ohio State University; National Research Foundation; Carnegie Mellon University; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; University of Utah; Carnegie Institution of Washington; U.S. Department of Energy; Smithsonian Institution; New Mexico State University; University of Portsmouth; Vanderbilt University; Yale University; Associated Medical Services","keywords":"Physics; Stars; Red giant; Astronomy; Astrophysics","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":[0.004398605,0.0003850596,0.0005224429,0.002686135,0.0004343243,0.002536237,0.0007422514,0.000540279,0.001035677],"category_scores_gemma":[0.006583618,0.000238835,0.0005562837,0.001421959,0.0007480368,0.001286731,0.002151823,0.0007816085,0.0004900984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006227096,"about_ca_system_score_gemma":0.0004883091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002396455,"about_ca_topic_score_gemma":0.003054147,"domain_scores_codex":[0.9987424,0.0004167753,0.00008318344,0.0003495137,0.0003484881,0.00005966106],"domain_scores_gemma":[0.9955023,0.001976895,0.000647106,0.0007071211,0.0009272218,0.0002394242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005671889,0.0003038756,0.4230206,0.000482786,0.0005005721,0.0003078719,0.002764369,0.04718411,0.0529043,0.04094339,0.002265285,0.4287558],"study_design_scores_gemma":[0.00005599993,0.0001295108,0.3498224,0.0002472122,0.0001382722,0.0003753318,0.001243649,0.5703412,0.01378334,0.04980184,0.01394017,0.0001210278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7006373,0.002573065,0.2826333,0.0009209741,0.00007823958,0.00006947526,0.000934162,0.0008815116,0.01127206],"genre_scores_gemma":[0.8780333,0.0003878096,0.1193904,0.0001220466,0.00005332045,0.00004047564,0.0009219354,0.0002567446,0.000793888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004398605,"threshold_uncertainty_score":0.02326232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008013870981346018,"score_gpt":0.2233077690351173,"score_spread":0.2152938980537713,"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."}}