{"id":"W1950893513","doi":"10.1093/mnras/stv1529","title":"Photometric metallicity calibration with SDSS and SCUSS and its application to distant stars in the south Galactic cap","year":2015,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; National Astronomical Observatories, Chinese Academy of Sciences; Joint Fund of Astronomy; Chinese Academy of Sciences; U.S. Department of Energy; National Natural Science Foundation of China; York University; National Key Research and Development Program of China; Carnegie Mellon University; Office of Science; Princeton University; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; College of Engineering, Michigan State University; Harvard University; Ohio State University; National Science Foundation; New Mexico State University; University of Portsmouth; Vanderbilt University; Yale University; University of Arizona; Brookhaven National Laboratory","keywords":"Physics; Metallicity; Astrophysics; Stars; Photometry (optics); Halo; Galactic halo; Milky Way; Astronomy; Spectral line; Galaxy","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":[0.0005787687,0.0003707218,0.0003037578,0.002657019,0.0002883322,0.0004585876,0.0003967679,0.0002433948,0.0007893652],"category_scores_gemma":[0.001676843,0.0001821091,0.0002741976,0.002534025,0.0002174349,0.0002890759,0.0005057587,0.0002041792,0.0005165457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004476484,"about_ca_system_score_gemma":0.0002349265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01745792,"about_ca_topic_score_gemma":0.0155831,"domain_scores_codex":[0.9996421,0.0000574608,0.00002243311,0.0001203985,0.000128758,0.00002889749],"domain_scores_gemma":[0.9993643,0.00006191756,0.0001900432,0.0001240525,0.0001995588,0.00006020885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001219888,0.00006099244,0.8849856,0.00009790842,0.0001261968,0.000219069,0.0003287535,0.01710111,0.01043862,0.0009448314,0.002838761,0.08273634],"study_design_scores_gemma":[0.00001707052,0.00003284691,0.921517,0.00002540073,0.00002843092,0.0001660427,0.0001653917,0.06812838,0.004478551,0.0004677417,0.004951872,0.00002115726],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682441,0.0006575229,0.02008447,0.00009900072,0.00002876292,0.00004321917,0.002606626,0.001778891,0.006457403],"genre_scores_gemma":[0.9806674,0.0002358082,0.01299931,0.00003392814,0.00002716069,0.00002229667,0.005110885,0.0001434046,0.0007598817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01745792,"threshold_uncertainty_score":0.03471261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207049735987492,"score_gpt":0.2092043712701844,"score_spread":0.1971338739103095,"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."}}