{"id":"W3101404428","doi":"10.3847/1538-3881/ab91bf","title":"Beyond Gaia: Asteroseismic Distances of M Giants Using Ground-based Transient Surveys","year":2020,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Center for Cosmology and Astroparticle Physics, Ohio State University; Chinese Academy of Sciences; Chinese Academy of Sciences South America Center for Astronomy; Queen's University; Ohio State University; Nuclear Safety and Security Commission; Gordon and Betty Moore Foundation; Space Telescope Science Institute; Alfred P. Sloan Foundation; Queen's University Belfast; National Aeronautics and Space Administration; Villum Fonden; Research Corporation for Science Advancement; National Science Foundation","keywords":"Physics; Transient (computer programming); Astrophysics; Astronomy; Remote sensing","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":[0.0003532747,0.0001845071,0.000198679,0.001164046,0.000173796,0.0005850228,0.0002149402,0.0001763322,0.0005092174],"category_scores_gemma":[0.001072694,0.00006489869,0.0001826752,0.00102589,0.0001497764,0.0003455532,0.0006224574,0.0001362482,0.0001467338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698388,"about_ca_system_score_gemma":0.0002256912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115553,"about_ca_topic_score_gemma":0.01901241,"domain_scores_codex":[0.9998871,0.00002349616,0.000006554651,0.00004497234,0.00001700232,0.00002075054],"domain_scores_gemma":[0.9994813,0.0001075156,0.0001830682,0.00007766889,0.00007325412,0.00007726515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009870713,0.000009675932,0.9758751,0.00003023339,0.00006883012,0.00007886937,0.0002592934,0.001176509,0.005818386,0.0003895617,0.0003896558,0.01580522],"study_design_scores_gemma":[0.000004014234,0.00001851757,0.9956551,0.00000985826,0.00001978528,0.00005516639,0.0001460536,0.0023836,0.000605866,0.0002182464,0.0008802185,0.000003603848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963702,0.0002074321,0.0009936751,0.00003166821,0.000002386231,0.000005372643,0.001133125,0.00004565932,0.0012105],"genre_scores_gemma":[0.9981785,0.00004847121,0.0007690939,0.000008321695,0.000003625255,0.00000261219,0.0008716954,0.00000525784,0.0001126006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01115553,"threshold_uncertainty_score":0.02218115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721174533481181,"score_gpt":0.2378580176321204,"score_spread":0.2106462722973086,"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."}}