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<ri:Resource created="2021-06-25T09:52:04Z" status="active" updated="2025-06-13T15:25:00Z" 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>Ks absolute magnitudes from LAMOST for OB stars</title><shortName>J/ApJS/253/22</shortName><identifier>ivo://CDS.VizieR/J/ApJS/253/22</identifier><altIdentifier>doi:10.26093/cds/vizier.22530022</altIdentifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>Xiang M.</name></creator><creator><name>Rix H.-W.</name></creator><creator><name>Ting Y.-S.</name></creator><creator><name>Zari E.</name></creator><creator><name>El-badry K.</name></creator><creator><name>Yuan H.-B.,Cui W.-Y.</name></creator><date role="Updated">2021-07-05T13:14:31Z</date><date role="Created">2021-06-25T09:52:04Z</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>ob-stars</subject><subject>radial-velocity</subject><subject>absolute-magnitude</subject><subject>proper-motions</subject><subject>stellar-distance</subject><subject>visible-astronomy</subject><subject>trigonometric-parallax</subject><subject>infrared-photometry</subject><description>We present a data-driven method to estimate absolute magnitudes for O- and B-type stars from the LAMOST spectra, which we combine with Gaia DR2 parallaxes to infer distance and binarity. The method applies a neural network model trained on stars with precise Gaia parallax to the spectra and predicts K_s_-band absolute magnitudes M_Ks_ with a precision of 0.25mag, which corresponds to a precision of 12% in spectroscopic distance. For distant stars (e.g., &gt;5kpc), the inclusion of constraints from spectroscopic M_Ks_ significantly improves the distance estimates compared to inferences from Gaia parallax alone. Our method accommodates for emission-line stars by first identifying them via principal component analysis reconstructions and then treating them separately for the M_Ks_ estimation. We also take into account unresolved binary/multiple stars, which we identify through deviations in the spectroscopic M_Ks_ from the geometric M_Ks_ inferred from Gaia parallax. This method of binary identification is particularly efficient for unresolved binaries with near equal-mass components and thus provides a useful supplementary way to identify unresolved binary or multiple-star systems. We present a catalog of spectroscopic M_Ks_, extinction, distance, flags for emission lines, and binary classification for 16002 OB stars from LAMOST DR5. As an illustration, we investigate the M_Ks_ of the enigmatic LB-1 system, which Liu et al. 2019Natur.575..618L had argued consists of a B star and a massive stellar-mass black hole. Our results suggest that LB-1 is a binary system that contains two luminous stars with comparable brightness, and the result is further supported by parallax from the Gaia eDR3.</description><source format="bibcode">2021ApJS..253...22X</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/253/22</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/V/116">V/116 : Galactic O star catalog (Maiz-apellaniz+, 2004)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/I/345">I/345 : Gaia DR2 (Gaia Collaboration, 2018)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/I/347">I/347 : Distances to 1.33 billion stars in Gaia DR2 (Bailer-Jones+, 2018)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/III/284">III/284 : APOGEE-2 data from DR16 (Johnsson+, 2020)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/608/405">J/ApJ/608/405 : Explosive yields of massive star (Chieffi+, 2004)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/423/755">J/A+A/423/755 : Color-Induced Displacement double SDSS stars (Pourbaix+, 2004)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/430/137">J/A+A/430/137 : Close visual companions in Scorpius OB2 (Kouwenhoven+, 2005)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/663/320">J/ApJ/663/320 : IR-through-UV extinction curve (Fitzpatrick+, 2007)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/190/1">J/ApJS/190/1 : A survey of stellar families (Raghavan+, 2010)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/other/Sci/337.444">J/other/Sci/337.444 : RV curves of Galactic massive O stars (Sana+, 2012)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/550/A107">J/A+A/550/A107 : RV catalogue of O stars in 30 Doradus (Sana+, 2013)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/148/81">J/AJ/148/81 : APASS BVgri photometry of RAVE stars. 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22807 22808 22813 22849 22850 22851 22854 22855 22859 22860 22861 22863 22868 22872 22873 22874 22884 22889 22896 22902 22905 22914 22943 22989 22993 22995 22996 22999 23005 23006 23007 23015 23028 23101 23122 23130 23157 23160 23190 23233 23255 23278 23347 23352 23356 23359 23379 23384 23391 23394 23408 23414 23420 23421 23444 23449 23455 23468 23470 23471 23475 23507 23509 23510 23511 23518 23527 23531 23537 23541 23545 23557 23558 23559 23568 23571 23576 23577 23579 23581 23582 23584 23590 23593 23595 23604 23610 23612 23615 23620 23622 23624 23625 23627 23629 23631 23632 23633 23644 23645 23646 23648 23649 23653 23655 23658 23668 23670 23671 23682 23688 23691 23694 23701 23702 23703 23706 23707 23714 23715 23720 23721 23725 23728 23729 23731 23736 23737 23738 23741 23742 23744 23745 23747 23754 23755 23776 23777 23778 23824 23826 23827 23836 23837 23838 23874 23875 23878 23879 23886 23888 23889 23892 23893 23899 23900 23905 23907 23908 23910 23911 23920 23922 23923 23925 23928 23929 23931 23932 23933 23935 24016 24017 24018 24020 24021 24023 24024 24025 24026 24028 24032 24033 24034 24044 24046 24047 24050 24051 24055 24056 24057 24059 24068 24069 24071 24073 24074 24075 24081 24085 24086 24087 24089 24102 24111 24113 24116 24117 24119 24120 24122 24124 24127 24140 24141 24143 24164 24165 24167 24168 24169 24170 24194 24204 24205 24214 24216 24220 24221 24223 24225 24228 24235 24242 24243 24245 24246 24247 24251 24252 24253 24254 24256 24259 24261 24263 24266 24267 24270 24272 24276 24277 24280 24285 24287 24288 24290 24291 24292 24293 24295 24296 24298 24301 24302 24306 24311 24312 24317 24319 24404 24406 24407 24410 24411 24415 24416 24417 24418 24420 24429 24430 24431 24437 24438 24442 24443 24444 24446 24448 24449 24450 24540 24541 24542 24561 24562 24563 24564 24565 24567 24573 24574 24575 25531 25566 25576 25582 25590 25845 25846 25882 25892 25906 25918 25921 25927 25932 25969 25974 25985 26001 26006 26009 26031 26044 26066 26092 26106 26184 26190 26201 26215 26223 26280 26317 26319 26357 26396 26402 26411 26413 26436 26467 26533 26551 26553 26555 26556 26565 26570 26584 26591 26592 26595 26606 26609 26612 26613 26847 26925 26937 26946 26960 27000 27026 27045 27049 27061 27065 27082 27090 27120 27126 27175 27182 27183 27190 27204 27227 27232 27243 27248 27282 27284 27289 27291 27312 27317 27321 27325 27334 27350 27358 27379 27434 27464 27486 27487 27498 27507 27535 27562 27574 27603 27632 27639 27686 27687 27749 27751 27776 27785 27814 27817 27839 27841 27863 27871 27913 27975 27986 27999 28016 28067 28134 28208 28221 28238 28266 28271 28302 28323 28331 28354 28358 28370 28388 28401 28406 28421 28465 28483 28487 28488 28538 28577 28579 28586 28587 28622 28633 29651 29683 29686 29935 29938 29939 29940 29948 29949 30250 30251 30288 30293 30294 30301 30303 30314 30318 30325 30338 30345 30346 30369 30370 30380 30383 30386 30390 30391 30392 30396 30398 30400 30402 30407 30408 30411 30412 30413 30432 30438 30439 30440 30441 30442 30446 30453 30466 30467 30470 30471 30473 30474 30475 30476 30478 30490 30496 30497 30498 30500 30501 30502 30579 30586 30590 30672 30674 30675 30678 30679 30685 31021 31037 31048 31051 31054 31062 31066 31068 31080 31091 31092 31097 31104 31116 31124 31125 31126 31138 31142 31177 31203 31254 31255 31286 31287 31302 31315 31321 31325 31336 31339 31356 31381 31384 31392 31413 31424 31434 31438 31444 31445 31448 31470 31518 31528 31546 31549 31550 31592 31612 31613 31622 31624 31627 31640 31715 31731 31746 31752 31755 31756 31764 31768 31773 31785 31788 31790 31798 31801 31812 31813 31816 31822 31844 31846 31854 31856 31859 31861 31875 31907 31923 31945 31948 31952 31956 31957 31959 31973 31985 32034 32061 32063 32099 32105 32129 32138 32148 32165 32167 32175 32187 32212 32241 32245 32269 32277 32330 32332 32372 32375 32380 32385 32431 32456 32458 32465 32486 32489 32502 32511 32515 32521 32537 32550 32551 32554 32558 32577 32606 32607 32644 32649 32658 32659 32664 32670 32674 32704 32719 32754 32758 36851 36857 36861 40882 40886 40919 40937 40939 40940 40948</spatial><spectral>8.650015785639275e-20 1.7003137259100215e-19</spectral><footprint ivo-id="ivo://ivoa.net/std/moc">https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJS/253/22?format=ascii</footprint><waveband>Optical</waveband><waveband>Infrared</waveband></coverage><tableset><schema><name>default</name><table><name>J/ApJS/253/22/table1</name><description>Distance catalog for 16002 OB stars in LAMOST DR5</description><column><name>E(B-V)</name><description>[0/2.6] The (B-V) color excess</description><unit>mag</unit><ucd>phot.color.excess</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logD</name><description>[5e-5/1.3]? Uncertainty logD</description><unit>log(kpc)</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><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>Seq</name><description>[1/27752] Index number</description><ucd>meta.id</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>RAJ2000</name><description>LAMOST DR5 Right Ascension in decimal degrees (J2000)</description><unit>deg</unit><ucd>pos.eq.ra;meta.main</ucd><flag>indexed</flag></column><column><name>DEJ2000</name><description>LAMOST DR5 Right Ascension in decimal degrees (J2000)</description><unit>deg</unit><ucd>pos.eq.dec;meta.main</ucd><flag>indexed</flag></column><column><name>Uniq</name><description>[1/25] Flag to indicate repeat visits (1)</description><ucd>meta.number</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>SNR-g</name><description>[0/999] Spectral signal-to-noise ratio per pixel in SDSS g-band</description><ucd>stat.snr</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>RVel</name><description>[-707/999]? LAMOST radial velocity</description><unit>km/s</unit><ucd>phys.veloc;pos.heliocentric</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_RVel</name><description>[0.1/999]? Uncertainty in RVel</description><unit>km/s</unit><ucd>stat.error;spect.dopplerVeloc</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>KsMag</name><description>[-5.7/3.3]? Spectroscopic absolute Ks band magnitude</description><unit>mag</unit><ucd>phys.magAbs</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_KsMag</name><description>[0/100]? Uncertainty in KsMag</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>KsMaggeo</name><description>[-11.3/12.3]? Geometric absolute Ks band magnitude (3)</description><unit>mag</unit><ucd>phys.magAbs</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_KsMaggeo</name><description>[0.01/18]? Uncertainty in KsMaggeo</description><unit>mag</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>Dist</name><description>[36/60775]? Distance at mode in cumulative probability distribution function</description><unit>kpc</unit><ucd>pos.distance</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_Dist</name><description>[36/51274]? Lower 16% pdf value in Dist</description><unit>kpc</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>E_Dist</name><description>[37/86458]? Upper 84% pdf value in Dist</description><unit>kpc</unit><ucd>stat.error;stat.max</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>logD</name><description>[1.5/4.8]? PDF-weighted mean log distance</description><unit>log(kpc)</unit><ucd>pos.distance;stat.mean</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>e_E(B-V)</name><description>[0.01/999] Uncertainty in E (B-V)</description><unit>mag</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>snr-plx</name><description>[-99/24] Excess in spectro-photometric parallax (4)</description><ucd>stat.snr</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Bin</name><description>[-9/1]? Flag of binarity (5)</description><ucd>meta.code</ucd><dataType xsi:type="vs:VOTableType">int</dataType><flag>nullable</flag></column><column><name>em</name><description>[0/1] Flag of emission lines (1=with emission lines)</description><ucd>meta.code</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>Gaia</name><description>? Gaia DR2 source identifier</description><ucd>meta.id.cross</ucd><flag>nullable</flag></column><column><name>plx</name><description>[-12.4/27.1] Gaia DR2 parallax</description><unit>mas</unit><ucd>pos.parallax.trig</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_plx</name><description>[0/1.6] Uncertainty in plx</description><unit>mas</unit><ucd>stat.error;pos.parallax</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Offset</name><description>[-0.056/0] Offset of Gaia parallax (7)</description><unit>mas</unit><ucd>pos.parallax;arith.diff</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>pmRA</name><description>[-128/109] Gaia DR2 proper motion along RA</description><unit>mas/yr</unit><ucd>pos.pm;pos.eq.ra</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_pmRA</name><description>[0/3.5] Uncertainty in pmRA</description><unit>mas/yr</unit><ucd>stat.error;pos.pm;pos.eq.ra</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>pmDE</name><description>[-125/48] Gaia DR2 proper motion along DE</description><unit>mas/yr</unit><ucd>pos.pm;pos.eq.dec</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_pmDE</name><description>[0/2.3] Uncertainty in pmDE</description><unit>mas/yr</unit><ucd>stat.error;pos.pm;pos.eq.dec</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>ruwe</name><description>[-99/65] Gaia DR2 renormalised unit weight error (ruwe) value</description><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Jmag</name><description>[5.4/16.9]? Apparent 2MASS J band magnitude</description><unit>mag</unit><ucd>phot.mag;em.IR.J</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_Jmag</name><description>[0/0.2] Uncertainty in Jmag</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Hmag</name><description>[4.8/17.8]? Apparent 2MASS H band magnitude</description><unit>mag</unit><ucd>phot.mag;em.IR.H</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_Hmag</name><description>[0/10] Uncertainty in Hmag</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Ksmag</name><description>[4.4/17.6]? Apparent 2MASS Ks band magnitude</description><unit>mag</unit><ucd>phot.mag;em.IR.K</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_Ksmag</name><description>[0/10] Uncertainty in Ksmag</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>X</name><description>[-62.3/10.9] Cartesian coordinate X Galactic position (8)</description><unit>kpc</unit><ucd>pos.distance;pos.cartesian.x;pos.galactic</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Y</name><description>[-16.1/37.6] Cartesian coordinate Y Galactic position (8)</description><unit>kpc</unit><ucd>pos.distance;pos.cartesian.y;pos.galactic</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Z</name><description>[-31.6/28.6] Cartesian coordinate Z Galactic position (8)</description><unit>kpc</unit><ucd>pos.distance;pos.cartesian.z;pos.galactic</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>specID</name><description>LAMOST spectra identifier (9)</description><ucd>meta.id</ucd><dataType xsi:type="vs:VOTableType" arraysize="36*">char</dataType></column><column><name>FileName</name><description>Name of the LAMOST spectral file in FITS format</description><ucd>meta.id</ucd><dataType xsi:type="vs:VOTableType" arraysize="48*">char</dataType></column><column><name>2M</name><description>Display the 2MASS data (Cutri+ 2003, II/246) within 3"</description><ucd>meta.ref.url</ucd><dataType xsi:type="vs:VOTableType" arraysize="*">char</dataType></column><column><name>Simbad</name><description>Simbad column added by the CDS</description><ucd>meta.ref.url</ucd><dataType xsi:type="vs:VOTableType" arraysize="*">char</dataType></column></table></schema></tableset></ri:Resource>