{"id":"W4296098884","doi":"10.3847/1538-4365/ac839f","title":"BACCHUS Analysis of Weak Lines in APOGEE Spectra (BAWLAS)","year":2022,"lang":"en","type":"article","venue":"The Astrophysical Journal Supplement Series","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"Lawrence Berkeley National Laboratory; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Agencia Canaria de Investigación, Innovación y Sociedad de la Información; Universidad Nacional Autónoma de México; University of Oxford; York University; Ministerio de Ciencia, Innovación y Universidades; Leibniz-Gemeinschaft; University of Notre Dame; European Regional Development Fund; Carnegie Mellon University; University of Washington; European Space Agency; Alfred P. Sloan Foundation; Johns Hopkins University; Ministerio de Ciencia e Innovación; Carnegie Institution of Washington; University of Utah; Ohio State University; Smithsonian Institution; U.S. Department of Energy; California Institute of Technology; Ministério da Ciência, Tecnologia e Inovação; National Aeronautics and Space Administration; New Mexico State University; University of Portsmouth; Vanderbilt University; Agencia Estatal de Investigación; Yale University; National Science Foundation","keywords":"Spectral line; Measure (data warehouse); Astrophysics; Physics; Milky Way; Stars; Line (geometry); Astronomy; Computer science; Geometry; Mathematics; Database","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":[0.001163443,0.0003163147,0.0002298742,0.003780537,0.000387451,0.0007978589,0.0004930837,0.0003034544,0.003148395],"category_scores_gemma":[0.002797074,0.0001946184,0.00035354,0.001817126,0.0002371989,0.0005928642,0.0008620105,0.0003058798,0.002110526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004699185,"about_ca_system_score_gemma":0.0003483951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009079338,"about_ca_topic_score_gemma":0.01197738,"domain_scores_codex":[0.9993991,0.000059527,0.00003516541,0.0002015617,0.0002344581,0.00007023138],"domain_scores_gemma":[0.9982226,0.0002372222,0.0003196844,0.0004089313,0.0006772923,0.0001342516],"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":[0.0005486544,0.0001227703,0.764838,0.0002374251,0.0003082961,0.0004147336,0.0006831679,0.008390189,0.02861456,0.003074395,0.06486978,0.127898],"study_design_scores_gemma":[0.0001314321,0.00008032363,0.7672917,0.0001088961,0.0001039764,0.0004848835,0.0004821988,0.07846005,0.04459689,0.003779869,0.1043836,0.00009624377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8657331,0.0003486216,0.03425247,0.0003565872,0.00008693699,0.0001350102,0.05313955,0.03068547,0.01526231],"genre_scores_gemma":[0.8229136,0.0001366427,0.08185802,0.0002875147,0.00004092291,0.0001406018,0.08523843,0.004462538,0.004921765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009079338,"threshold_uncertainty_score":0.018053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00964374908444871,"score_gpt":0.2340441511785851,"score_spread":0.2244004020941364,"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."}}