{"id":"W3041367066","doi":"10.3847/1538-3881/aba592","title":"APOGEE Data and Spectral Analysis from SDSS Data Release 16: Seven Years of Observations Including First Results from APOGEE-South","year":2020,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":466,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"","keywords":"Observatory; Stars; Sky; Telescope; Spectral line; Spectral analysis; Stellar classification","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002834217,0.0001654932,0.0004116983,0.00003910788,0.0002396753,0.0001086667,0.001150662,0.00003065382,0.0002012982],"category_scores_gemma":[0.0001266605,0.0001342996,0.0000955573,0.0001773876,0.0001119705,0.0002479907,0.001009366,0.000395019,0.00001645678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001740077,"about_ca_system_score_gemma":0.00005923918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001891097,"about_ca_topic_score_gemma":0.0001126832,"domain_scores_codex":[0.9985279,0.0001005008,0.000523419,0.00042315,0.0001908846,0.0002341793],"domain_scores_gemma":[0.9977849,0.0007360031,0.0003672471,0.0009000179,0.00002622022,0.0001855712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002414396,0.00003552682,0.9877796,0.000001219884,0.002561375,0.00000149598,0.001872366,0.001278996,0.00001965567,0.00002146256,0.003074181,0.003112741],"study_design_scores_gemma":[0.001127546,0.0000275324,0.972647,0.00001686729,0.001855865,5.727929e-7,0.001535446,0.02058865,0.00002528715,0.0003651763,0.001655168,0.0001548667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857207,0.0002128569,0.005391771,0.002107879,0.00009632479,0.00007920682,0.006109203,0.000009002139,0.0002730764],"genre_scores_gemma":[0.9919082,0.0000204313,0.003169684,0.00005180659,0.001510567,5.636489e-7,0.003316574,0.00001241551,0.000009761543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01930965,"threshold_uncertainty_score":0.5476577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09750341296379002,"score_gpt":0.266399291588209,"score_spread":0.168895878624419,"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."}}