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<ri:Resource created="2025-12-04T08:36:37Z" status="active" updated="2026-08-03T07:25:55Z" version="1.2" xmlns:cs="http://www.ivoa.net/xml/ConeSearch/v1.0" xmlns:ri="http://www.ivoa.net/xml/RegistryInterface/v1.0" xmlns:vr="http://www.ivoa.net/xml/VOResource/v1.0" xmlns:vs="http://www.ivoa.net/xml/VODataService/v1.1" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.ivoa.net/xml/ConeSearch/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/ConeSearch.xsd http://www.ivoa.net/xml/VOResource/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/VOResource.xsd http://www.ivoa.net/xml/VODataService/v1.1 http://vo.ari.uni-heidelberg.de/docs/schemata/VODataService.xsd" xsi:type="vs:CatalogService"><title>Blue horizontal-branch stars from LAMOST</title><shortName>J/ApJS/276/12</shortName><identifier>ivo://CDS.VizieR/J/ApJS/276/12</identifier><altIdentifier>doi:10.26093/cds/vizier/bb-8m-c</altIdentifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>Ju J.</name></creator><creator><name>Zhang Bo</name></creator><creator><name>Cui W.</name></creator><creator><name>Huo Z.</name></creator><creator><name>Liu C.</name></creator><creator><name>Huang Y.</name></creator><creator><name>Shi J.</name></creator><date role="Updated">2026-08-03T07:25:55Z</date><date role="Created">2025-12-04T08:36:37Z</date><contact><name>CDS support team</name><address>CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France</address><email>cds-question@unistra.fr</email></contact></curation><content><subject>horizontal-branch-stars</subject><subject>visible-astronomy</subject><subject>spectroscopy</subject><subject>metallicity</subject><description>Blue horizontal-branch (BHB) stars are crucial for studying the structure of the Galactic halo. Accurate atmospheric parameters of BHB stars are essential for investigating the formation and evolution of the Galaxy. In this work, a data-driven technique named Stellar Label Machine (SLAM) is used to estimate the atmospheric parameters of Large Sky Area Multi-Object Fiber Spectroscopic Telescope low-resolution spectra for BHB stars with a set of A-type theoretical spectra as the training data set. We add color indexes ((BP-G), (G-RP), (BP-RP), (J-H)) during the training process to constrain the stellar temperature further. Finally, we derive the atmospheric parameters (Teff, logg, [Fe/H]) for 5355 BHB stars. Compared to existing literature results, our results are more robust, and after taking the color index into account the resulting precision of Teff and logg is significantly improved, especially for the spectrum with a low signal-to-noise ratio (S/N). Based on the duplicate observations with an S/N difference &lt;20%, the random errors are around 30K, 0.1dex, and 0.12dex for Teff, logg, and [Fe/H], respectively. The stellar labels provided by SLAM are also compared to those from the high-resolution spectra in the literature. The standard deviation between the predicted star labels and the published values from the high-resolution spectra is adopted as the statistical uncertainty of our results. They are {sigma}(Teff)=76K, {sigma}(logg)=0.04dex, and {sigma}([Fe/H])=0.09dex, respectively.</description><source format="bibcode">2025ApJS..276...12J</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/276/12</referenceURL><type>Catalog</type><contentLevel>Research</contentLevel><relationship><relationshipType>IsServedBy</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/TAP">TAP VizieR generic service</relatedResource></relationship><relationship><relationshipType>IsServedBy</relationshipType><relatedResource>Conesearch service</relatedResource></relationship><relationship><relationshipType>related-to</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/VII/233">VII/233 : 2MASS All-Sky Extended Source Catalog (XSC) (IPAC/UMass, 2003-2006)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/103/267">J/AJ/103/267 : Spectroscopy of hot stars in galactic halo (Beers+ 1992)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/117/2308">J/AJ/117/2308 : Spectroscopy of hot stars in the halo (Wilhelm+, 1999)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/364/102">J/A+A/364/102 : Abundances of field BHB star candidates (Kinman+, 2000)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/127/899">J/AJ/127/899 : Blue HB stars in SDSS (Sirko+, 2004)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/684/1143">J/ApJ/684/1143 : BHB candidates in the Milky Way (Xue+, 2008)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/738/79">J/ApJ/738/79 : SDSS-DR8 BHB stars in the Milky Way's halo (Xue+, 2011)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/808/16">J/ApJ/808/16 : Cannon: a new approach to determine abundances (Ness+, 2015)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/226/1">J/ApJS/226/1 : Carbon stars from LAMOST DR2 data (Ji+, 2016)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AcA/66/405">J/AcA/66/405 : Gal. bulge eclipsing &amp; ellipsoidal binaries (Soszynski+, 2016)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/232/16">J/ApJS/232/16 : Mira stars discovered in LAMOST DR4 (Yao+, 2017)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/234/31">J/ApJS/234/31 : Carbon stars from LAMOST using machine learning (Li+, 2018)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/241/32">J/ApJS/241/32 : OB stars from the LAMOST DR5 spectra (Liu+, 2019)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/246/9">J/ApJS/246/9 : Stellar parameters of LAMOST stars using SLAM (Zhang+, 2020)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/654/A107">J/A+A/654/A107 : Catalogues of Blue Horizontal Branch Stars (Culpan+, 2021)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/257/54">J/ApJS/257/54 : Early-type star param. from LAMOST LRS &amp; MRS (Guo+, 2021)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/253/22">J/ApJS/253/22 : Ks absolute magnitudes from LAMOST for OB stars (Xiang+, 2021)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/662/A66">J/A+A/662/A66 : Hot stars from LAMOST DR6 (Xiang+, 2022)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/685/A134">J/A+A/685/A134 : Blue Horizontal Branch stars catalog (Culpan+, 2024)</relatedResource></relationship></content><rights>https://cds.unistra.fr/vizier-org/licences_vizier.html</rights><capability><interface xsi:type="vr:WebBrowser"><accessURL use="full">https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJS/276/12</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJS/276/12</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJS/276/12</mirrorURL></interface></capability><capability><interface 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18896 18901 18903 18918 18921-18925 18927 18940-18941 18953 18981 19001 19006 19010 19016-19018 19021 19026 19029-19030 19037 19039 19041-19042 19050-19052 19058 19061 19064-19065 19068 19071-19072 19074 19076 19084 19086 19102-19103 19108 19114-19115 19119 19127 19130 19132-19133 19137-19138 19141 19143-19145 19148-19150 19152-19153 19155-19157 19159 19165 19170 19175-19176 19179 19187-19189 19194-19195 19198-19200 19204-19206 19209 19211 19214 19216-19217 19224-19225 19228-19229 19231 19237 19241 19245 19247 19249 19251 19264 19266 19270 19272 19281 19293 19297 19300 19305 19307 19309-19311 19315-19316 19320-19321 19325-19327 19329 19333 19337 19340-19341 19346 19366-19367 19369-19373 19378 19380 19384 19390-19392 19396-19397 19406-19407 19409 19412 19414 19419-19420 19422 19424 19428-19429 19432 19437 19447-19449 19453 19455 19463-19465 19471 19482 19490 19496 19504-19506 19510-19511 19515 19520 19528 19532 19554 19556 19559 19587-19588 19590-19591 19597 19599 19615-19617 19620 19622 19629 19651 19654 19697 19701 19703-19704 19727 19731 19764 19778 19781 19790 19796 19801 19872 19875 19878 19882 19888 19895 19898-19899 19915-19916 19936 19939 19953-19954 19957 19961 19967 19970 19978-19979 19982 19984 19986 19995 19998 20003-20004 20024-20026 20028 20030 20046 20053 20066-20067 20071 20073-20075 20078-20079 20102 20104 20115-20117 20119 20124-20126 20140-20142 20147 20149 20151 20155 20157 20159 20168-20169 20174-20175 20184-20185 20190 20214 20218 20222 20225 20228 20231 20237 20240 20242 20250 20252 20267 20273-20274 20281 20295 20297 20303 20312 20314 20320 20323 20326 20331 20335-20336 20345 20347-20348 20353 20375-20376 20380 20415-20416 20419 20426 20428 20433 20435 20437-20438 20441-20443 20447 20463 20465 20467-20468 20470-20471 20473 21434 21438 21781 21827 21831-21832 21838 21841 21849 21856 21858 21869 21872 21876 21879 21881 21884 21887 21958-21959 21970 21974-21976 21982 22000-22001 22004 22007 22009 22012 22356 22364 22687 22728 22731 22748 22754-22755 22757 22769 22777 22783 22800 22806 22840 22955 22961-22962 22968 23094 23098 23112 23183 23197 23203 23208 23211 23214 23221 23242 23246 23248 23252 23265 23270 23278 23285 23293-23295 23298 23313 23329 23338 23344 23346 23350-23351 23356 23369 23386 23399 23404 23417 23425-23426 23447 23449 23455 23459 23464 23472-23474 23477 23504 23518 23522 23534 23537-23538 23542 23545 25435 25445 25447 25461 25463 25465 25467-25468 25471 25518 25534-25535 25555 25558-25559 25570-25571 25578-25580 25582-25583 25590-25592 25598 25759 25767 25778 25780-25781 25797 25801-25803 25806 25813 25815 25822 25828 25830 25832 25834-25835 25837-25838 25841 25847-25848 25852-25853 25855 25862 25874 25882-25883 25892-25894 25898 25901 25903 25906-25908 25913-25915 25917 25919 25921 25923 25925-25927 25929 25935 25941-25944 25947-25950 25952 25962 25967-25969 25972-25974 25976 25979-25980 25984 25986 25989 25991 25993-25994 25996-25997 26000-26001 26004-26005 26008-26009 26012 26014-26015 26019-26021 26023 26025 26030-26032 26035 26042 26044 26047-26050 26052-26053 26058 26062-26064 26072-26073 26080 26084 26088 26091-26094 26101-26102 26104-26105 26108 26119 26121 26140-26141 26147 26149 26156-26157 26163 26165 26169 26181-26183 26188-26190 26193 26195-26197 26200 26203 26205 26207 26209 26212 26215 26217 26220 26224 26226 26234 26236 26238 26241 26243 26258 26262 26265 26267 26274 26278 26280 26282-26284 26287 26290-26292 26294 26297 26301 26305 26310 26312 26315-26316 26320 26322 26324 26327-26328 26339-26340 26344 26346 26354 26365 26374 26376 26379-26380 26383-26384 26391 26394 26399-26400 26409 26416-26417 26419-26420 26423 26427-26428 26432 26436 26438-26442 26452-26454 26456 26458 26464 26466-26467 26469 26474 26487 26489-26490 26492 26497-26498 26503 26505 26508-26509 26511 26515 26524-26525 26531-26534 26537-26538 26543 26549 26551-26552 26554 26560 26565 26567 26572 26574-26575 26577 26581 26583 26586-26588 26590-26591 26595 26597-26599 26602-26603 26605-26606 26608-26609 26611-26613 26615-26616 26618 26620-26621 26831 26835 26840-26841 26845-26846 26884 26896-26897 26901-26902 26904 26909-26911 26915 26918 26920 26924-26925 26928 26930-26932 26936-26937 26939 26944 26948 26952-26953 26955 26960 26965-26966 26969 26971 26973-26974 26976-26977 26983-26984 26986 26993 26998 27006 27009 27011 27015 27017 27025-27026 27028 27039-27041 27047 27052 27058-27060 27062 27065-27067 27075-27076 27081 27089-27090 27094-27095 27097 27106 27113 27116 27119 27126 27130 27135 27143 27164 27172-27173 27175 27187 27192 27197-27199 27201 27203 27209 27212-27213 27223-27226 27228 27231-27232 27236 27239 27241 27245 27247 27249-27251 27253 27257-27258 27262 27267 27270 27276 27279 27281-27282 27284 27295 27301 27303 27305 27307-27308 27310 27313 27323-27326 27333-27334 27339 27342-27343 27348-27349 27354 27357-27359 27362 27370 27374 27379 27393 27398-27399 27402-27403 27405 27407 27414 27416-27417 27424 27436 27441 27444 27447 27455 27468 27482 27487 27491 27494 27499 27501 27505 27507 27511 27524 27528 27533 27540-27541 27548 27550-27551 27557 27567 27571 27578-27579 27585 27590 27592 27597 27601-27602 27609-27610 27629 27632-27633 27651-27653 27655-27656 27660-27661 27675-27677 27679-27680 27684 27686 27690 27696 27706 27712-27713 27718 27725 27727 27736-27738 27740 27744 27748 27750-27751 27757 27759 27767-27768 27771 27778 27792 27797-27798 27816 27818-27819 27821 27823 27828 27839 27845 27863-27864 27866 27868 27870 27889 27898-27899 27910-27911 27915-27916 27919 27922 27925 27932 27936 27941 27944 27949 27956 27960-27962 27966 27972 27975 27977 27981 27983 27988 27991-27992 27994-27995 27997 28000-28001 28003 28005 28007-28008 28011-28012 28020 28024 28027-28028 28030 28033 28036-28037 28040 28042 28045 28051 28054 28056 28064 28066-28067 28073 28082 28086 28088-28090 28093 28100 28112 28117-28118 28125-28126 28135 28138 28142 28150 28154-28155 28159-28161 28165 28168-28170 28177-28178 28190 28192-28193 28195 28198-28199 28201 28208 28215 28221 28227 28234-28235 28241 28244-28246 28254 28261 28263-28264 28267-28269 28273-28275 28278 28281-28284 28296 28298 28300 28306-28307 28312 28314 28316-28318 28325 28328-28329 28331-28332 28335 28347 28354 28356 28359-28360 28368-28369 28371-28372 28376 28380 28384 28387 28389 28394 28396 28399 28401 28403-28405 28407 28411 28413 28420-28421 28429 28433 28440 28442-28443 28445-28447 28452 28460 28462-28463 28468-28469 28473 28477 28479 28482 28484-28485 28490 28492-28493 28498 28500 28503 28505 28508 28510 28512-28514 28520 28523-28525 28527 28533 28535-28536 28538 28540-28542 28553-28554 28556 28558 28560 28563-28565 28571 28575 28577 28581 28583-28584 28586 28589-28591 28594-28595 28597 28599 28602 28606 28610 28612 28616 28620 28623-28625 28627 28630-28631 28634 28638 28643 28651 28656 28665 30847 30911 30919 30924 30926-30928 30930 30932 30936-30938 30941-30943 30955 30958 30965-30966 30970 30972 31035-31038 31080 31082-31083 31107 31110 31112 31117 31125-31126 31129 31146-31147 31155-31157 31162 31167-31168 31170-31171 31174 31176-31177 31179-31180 31182-31183 31193 31196 31204 31206-31209 31211-31212 31218-31219 31222-31223 31227 31229 31231 31253 31255 31260-31261 31287 31293-31296 31298-31301 31305 31308-31309 31312 31314-31315 31317 31319 31325 31327 31330 31333-31335 31340 31342-31343 31346 31349 31354 31370 31372 31375 31379 31382-31384 31388 31390 31395 31399-31400 31402-31404 31407-31410 31414-31415 31422 31432-31433 31435-31437 31442-31443 31445-31447 31450-31451 31453 31455 31460 31462 31466-31468 31470 31472 31476-31477 31479-31481 31484 31488-31490 31494 31496 31498-31499 31502 31505 31509-31510 31512-31513 31515 31517-31519 31526 31528 31531 31534 31536 31538-31542 31551-31552 31561-31562 31573 31575 31583 31592 31596 31604 31606 31612 31614-31618 31620 31622-31626 31628 31630-31632 31635 31638 31640 31642-31643 31653-31654 31657 31660-31661 31664-31666 31670 31673 31675-31676 31679 31682 31684 31705-31706 31708 31710 31717 31725 31728 31731 31733 31739 31741-31742 31883 31886 31905 31912 31915-31916 31919-31920 31922 31925-31926 31932-31933 31976 31983 31992 31998 32269-32270 32272 32277-32278 32290-32292 32294 32296-32297 32299 32302 32306-32307 32309 32312 32316-32317 32324 32326 32328 32331 32334-32335 32349-32351 32353 32355-32358 32365 32369 32372-32374 32377-32378 32383 32389-32393 32401-32403 32407 32412-32414 32416 32436-32437 32439 32441-32442 32458 32460 32463 32470 32486 32492-32493 32497-32500 32502 32505 32507 32510 32512-32513 32521 32523 32525-32527 32544-32545 32547-32550 32555 32558 32570 32610 32640 32647 32659 32671 32690 32692 32714 32718 32722 32729 32731-32732 32734 32743-32744 32752-32753 32757 32759 32762-32763 36815 36817 36853-36854 36858-36861 40893 40907 40921-40924 40937 40939 40948 40956 40959 45019 45021-45022 45034-45036 45038 45041 45044 45047 45049 45052-45054 48989 48999 49007 49018 49095 49105 49108 49110-49111 49117 49119</spatial><footprint ivo-id="ivo://ivoa.net/std/moc">https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJS/276/12?format=ascii</footprint><waveband>Optical</waveband></coverage><tableset><schema><name>default</name><table><name>J/ApJS/276/12/table1</name><description>The predicted stellar labels of 5355 LAMOST blue horizontal-branch (BHB) stars</description><column><name>recno</name><description>Record number assigned by the VizieR team. Should Not be used for identification.</description><ucd>meta.record</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>ObsID</name><description>[107128/585113083] LAMOST spectrograph identifier</description><ucd>meta.id;meta.main</ucd><dataType xsi:type="vs:VOTableType">long</dataType></column><column><name>RAJ2000</name><description>Right Ascension in decimal degrees (J2000)</description><unit>deg</unit><ucd>pos.eq.ra;meta.main</ucd></column><column><name>DEJ2000</name><description>[-10/62] Declination in decimal degrees (J2000)</description><unit>deg</unit><ucd>pos.eq.dec;meta.main</ucd></column><column><name>SN</name><description>[10/988] Signal to noise in the g band</description><ucd>stat.snr;instr.bandpass</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Teff</name><description>[4496/12806] Effective temperature</description><unit>K</unit><ucd>phys.temperature.effective</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>log(g)</name><description>[1.47/5.68] log surface gravity</description><unit>log(cm.s**-2)</unit><ucd>phys.gravity</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>[Fe/H]</name><description>[-4.04/1.14] Metallicity</description><unit>log(Sun)</unit><ucd>phys.abund.Z</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column></table></schema></tableset></ri:Resource>