Predictions of exoplanet hosts & abundances J/AJ/169/216 ivo://CDS.VizieR/J/AJ/169/216 doi:10.26093/cds/vizier/be-59-6r CDS Torres-Quijano A.R. Hinkel N.R. Wheeler C.H.I. Young P.A. Ghezzi L.,Baldo A.P. 2026-07-02T11:45:37Z 2026-01-15T12:51:19Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr exoplanets chemical-abundances astronomical-models Stars and their associated planets originate from the same cloud of gas and dust, making a star's elemental composition a valuable indicator for indirectly studying planetary compositions. While the connection between a star's iron (Fe) abundance and the presence of giant exoplanets is established, the relationship with small planets remains unclear. The elements Mg, Si, and Fe are important in forming small planets. Employing machine learning algorithms like XGBoost, trained on the abundances (e.g., the Hypatia Catalog) of known exoplanet-hosting stars (NASA Exoplanet Archive), allows us to determine significant "features" (abundances or molar ratios) that may indicate the presence of small planets. We test on three groups of exoplanets: (1) all small, R_P_<3.5R_{Earth}_; (2) sub-Neptunes, 2.0R_{Earth}_<R_P_<3.5R_{Earth}_; and (3) super-Earths, 1.0R_{Earth}_<R_P_<2.0R_{Earth}_ - each subdivided into seven ensembles to test different combinations of features. We created a list of stars with >=90% probability of hosting small planets across all ensembles and experiments ("overlap stars"). We found abundance trends for stars hosting small planets, possibly indicating star-planet chemical interplay during formation. We also found that Na and V are key features regardless of planetary radii. We expect our results to underscore the importance of elements in exoplanet formation and machine learning's role in target selection for future NASA missions, e.g., the James Webb Space Telescope, the Nancy Grace Roman Space Telescope, and the Habitable Worlds Observatory-all of which are aimed at small-planet detection. 2025AJ....169..216T https://cdsarc.cds.unistra.fr/viz-bin/cat/J/AJ/169/216 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to I/239 : The Hipparcos and Tycho Catalogues (ESA 1997) I/311 : Hipparcos, the New Reduction (van Leeuwen, 2007) I/337 : Gaia DR1 (Gaia Collaboration, 2016) I/345 : Gaia DR2 (Gaia Collaboration, 2018) I/355 : Gaia DR3 Part 1. Main source (Gaia Collaboration, 2022) II/246 : 2MASS All-Sky Catalog of Point Sources (Cutri+ 2003) J/A+A/410/527 : Abundances in the Galactic disk (Bensby+, 2003) J/ApJ/622/1102 : The planet-metallicity correlation. (Fischer+, 2005) J/ApJ/715/1050 : Predicted abundances for extrasolar planets. I. (Bond+, 2010) J/AJ/148/54 : The Hypatia Catalog (Hinkel+, 2014) J/ApJ/807/45 : Potential. habitable planets orbiting M dwarfs (Dressing+, 2015) J/AJ/154/109 : California-Kepler Surv. (CKS). III. Planet radii (Fulton+, 2017) J/ApJ/880/49 : Predictions of giant exoplanet host star's (Hinkel+, 2019) J/ApJ/875/29 : Spectroscopic analysis of the CKS sample. I. (Martinez+, 2019) J/AJ/165/125 : Planetary Orbit Eccentricity Trends (POET). I. (An+, 2023) J/ApJ/946/61 : Hydra sp. obs. of K2 planet-host stars (Loaiza-Tacuri+, 2023) http://www.hypatiacatalog.com/ : Hypatia Catalog http://exoplanetarchive.ipac.caltech.edu/ : NASA Exoplanet Archive https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/AJ/169/216 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/AJ/169/216 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/AJ/169/216 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/AJ/169/216 https://vizier.iucaa.in/viz-bin/votable?-source=J/AJ/169/216 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/AJ/169/216 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/AJ/169/216/stars (List of stars used in this study) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/AJ/169/216/stars? https://vizier.iucaa.in/viz-bin/conesearch/J/AJ/169/216/stars? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/AJ/169/216/stars? 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37320 37322 37330 37335 37341 37343 37351 37357 37383 37397-37398 37407-37408 37411-37412 37414 37419-37420 37422-37425 37427-37428 37435 37439 37447-37449 37467 37473 37479 37482 37488-37489 37491 37498 37501 37507-37508 37513 37515 37524 37559 37565 37583 37585 37595 37616 37624 37636-37637 37642 37648 37651 37664-37665 37668 37679 37684 37704 37708 37712 37716 37718 37723 37731 37764 37779-37780 37786-37787 37789-37791 37797 37807-37808 37828 37831-37832 37841-37842 37867 37870 37900 37912 37922 37930 37933-37934 37937 37944 37955 37973 37981 37984-37985 37995 38010 38022 38027 38048 38050 38053 38055 38061 38063 38065 38070 38072 38081 38084 38089 38095 38099 38107 38117 38120 38126-38127 38137-38138 38141 38149 38151-38152 38154 38158 38170 38189 38196 38198 38200 38216 38219 38226 38229 38238 38255 38259-38260 38279 38283 38288 38300 38324 38330 38333 38337 38339 38349 38355 38368 38378 38386 38404 38410 38419 38433-38434 38440 38443 38449 38452 38462 38469 38480 38484 38486 38490 38494 38501 38508 38521 38524-38525 38527 38530 38543 38545 38558-38559 38562 38566 38579 38581 38584 38599 38604-38605 38614 38625-38626 38630 38651 38680 38696 38698 38711 38717-38718 38733-38734 38738 38743 38746 38757 38759 38763 38765 38779 38788 38790 38792 38805-38806 38813 38834 38836-38837 38856-38857 38864 38870 38873 38880 38882 38886 38893 38905 38908 38915 38918 38932 38934 38936 38944 38946 38948 38950 38954-38955 38960 38966-38967 38971 38973 38979-38980 38986 38990 38996 39001 39006 39009 39014 39022 39026-39027 39030-39031 39033-39034 39046-39047 39049 39058 39068 39074 39090 39093 39095 39102 39107 39110-39112 39118 39136 39141 39149 39153-39154 39157 39165 39169 39176 39183 39200 39207 39213 39215 39219 39230 39237 39256-39257 39262 39268 39282-39285 39296-39298 39302 39305 39310 39314 39316 39321 39323 39336 39340 39342-39344 39356 39361 39363 39370 39377 39383 39386 39391 39396 39399-39400 39402 39404 39411 39419 39422 39425 39433 39441 39443 39446 39461 39463 39469 39481 39490 39498 39500 39527 39530 39533 39538 39555 39557 39569-39571 39576 39582 39584 39586 39591 39600 39605 39611 39615 39623 39636 39647-39648 39660 39670 39674 39676 39679-39680 39685 39688 39691-39694 39700 39709 39719 39722 39733 39735 39760 39766-39767 39775 39797 39801 39813 39824 39842 39854 39859 39861 39866 39868 39872 39875 39877 39879 39888 39893 39904 39911 39915 39920 39939 39948 39953-39954 39977-39978 39983-39984 39994 40004 40007 40012 40017 40019 40036 40046 40048 40054 40058 40062 40076 40078 40080 40090 40095 40101 40105-40106 40133 40139-40140 40149 40179 40183 40188 40197 40210 40220 40233 40236 40239 40242 40255 40270-40271 40276 40283 40293 40317 40324 40336 40359 40371 40375 40391 40404 40408 40415 40418 40426 40436 40445 40453 40476 40480 40486 40488 40494 40514-40515 40526 40530 40563 40567 40580 40588 40590 40618 40633 40644 40662 40667 40670-40671 40679-40680 40682 40686-40687 40690 40709 40716-40717 40722 40724 40741 40749-40750 40757 40777 40784 40787 40798 40802 40805 40821-40823 40827 40833 40838 40853-40854 40859 40864 40880 40885 40892 40896-40897 40921 40924 40931-40932 40937-40938 40944 40950 40959 40964-40965 40970-40971 40983 40985 40988-40989 40995-40996 40999 41008 41015 41022-41023 41039 41055 41064 41068 41094 41107 41110 41112 41117 41127 41130 41140 41143 41146-41147 41150 41154 41156 41165 41167-41168 41175 41193 41204 41210 41212 41220 41225 41232 41255 41258-41260 41272 41278 41289-41291 41293 41295 41298 41314 41316 41323 41330 41355 41365 41376 41381-41382 41391 41393 41397 41407 41412 41427 41441 41443 41450 41453 41459-41460 41463 41468 41499 41501 41510-41511 41513 41519 41521 41523-41524 41527 41533 41545 41553-41555 41562 41564-41565 41570 41590-41591 41594 41602 41611-41612 41659 41669 41671-41672 41678 41687 41714 41721 41723 41734 41738 41755 41764-41765 41773 41775 41787 41793 41798 41839 41853 41861 41870 41887 41895 41899 41905 41913 41935 41937 41941 41944 41949 41954 41959 41969 41986 41990-41991 42003 42005-42006 42009 42022 42024 42028 42042 42046 42051 42058 42063 42080 42091 42093 42100-42102 42113 42115 42137 42139 42145-42146 42150-42151 42157 42166 42171-42172 42174 42177 42179 42197 42200 42203 42212 42218 42224 42228 42245-42246 42252-42254 42271 42285 42290 42300 42326-42327 42331 42343 42360-42361 42375 42379 42383 42385 42411 42426 42441 42448 42457-42458 42460 42462 42468 42473 42479 42482 42492 42496 42501 42514 42527 42550 42557 42570 42588 42595 42598 42602 42618 42622 42632 42634 42637 42644 42656 42662 42683 42686 42689 42702 42705-42706 42710 42717 42719 42727 42735 42745 42750 42759 42766 42769 42776 42779-42780 42787 42794 42799 42802 42804 42814 42818 42828 42837 42841 42860 42873-42874 42877 42879-42881 42883 42887 42889 42891-42892 42899 42903 42906-42907 42911 42915 42918 42921 42928-42929 42932 42939 42941-42942 42956 42964-42965 42979 42981 42983-42984 42988 42990 42997 43001 43009-43010 43023 43032 43044 43046-43047 43065 43067-43068 43074 43089 43093 43095 43105 43124 43127 43135 43143 43171 43176-43178 43193 43215 43242 43248 43251 43258 43265 43267 43275 43280 43285 43287 43290 43293 43296 43301 43306 43310 43315 43321 43327 43332 43335 43345 43360 43363 43383 43386-43387 43392 43406 43424 43430-43431 43445 43484 43503 43510 43538 43540 43542 43544 43547 43555-43556 43558 43567 43569 43575 43577 43589 43595 43602 43610 43612 43621 43641 43646 43649-43650 43659-43660 43663 43665 43668 43670 43672 43676 43680 43682 43686 43699 43724 43760 43774 43776 43778-43779 43781-43782 43786 43797 43800-43801 43804 43809 43818-43819 43844-43845 43847 43850-43851 43854 43860 43863 43875 43888-43889 43892-43893 43912 43922 43928-43929 43935 43944 43954 43959 43962-43963 43977 43989 44005-44006 44010 44015 44025 44032 44045 44054 44078 44088 44099 44115 44125 44127 44131 44136 44150-44151 44177 44180 44208 44212 44214 44216 44219 44221 44226 44228 44233 44245 44248 44258 44260 44262 44277-44278 44281 44284 44286-44287 44315 44317 44323 44333 44340 44347 44355 44357 44359 44364 44366-44367 44369-44370 44372 44374 44376-44377 44380 44382-44383 44389 44401 44411 44430 44440 44442 44450 44468 44485 44488 44499-44501 44505 44507 44514 44530 44542 44549 44554 44557 44560 44571 44573 44593 44600 44608 44613 44626 44637-44638 44642 44644 44650 44652-44653 44669 44681 44683 44688 44693 44698 44722 44727 44732 44737 44753 44761 44771 44774-44775 44779 44789 44791-44792 44799 44812 44816 44833 44847 44851 44859 44871 44877 44879 44883-44885 44887 44891 44910 44918 44920 44924-44926 44931 44935 44937 44951 44956 44959 44967 44985 45001 45017 45021 45027 45029 45032 45034 45042 45045 45050 45061-45062 45078 45080 45099 45112 45121 45124-45125 45138 45165 45171 45175-45176 45182 45189 45196-45197 45204 45214 45217 45220 45225 45228 45237 45245 45248 45258 45261 45265 45299 45307 45309 45334 45337 45349 45353 45376 45378 45386 45391 45412 45420-45422 45429-45430 45438 45445-45446 45457-45458 45461 45472-45473 45479 45485 45494 45498 45502 45504-45505 45511 45516 45518 45527 45529 45535 45538-45539 45549 45559 45565 45567 45576 45588-45589 45616 45621 45627 45640-45641 45646 45654 45656 45661 45668-45669 45687 45698 45706 45717 45721 45730 45745 45750 45752 45754 45758 45780 45792 45804 45823 45827 45834 45837 45843 45853 45856 45865 45871 45873-45874 45878 45892-45893 45900 45902 45907 45910 45917 45924 45927 45929 45941 45945 45948 45974 45981 45988 45991 46012 46016 46019 46022-46023 46031-46032 46053 46056 46064 46072 46074 46076 46080 46083-46084 46095 46098 46101 46110 46113 46118-46119 46123 46131 46135 46156 46170 46172 46176 46191 46193 46196-46197 46200-46201 46203 46227 46234 46238 46247-46249 46268 46271 46273-46274 46287 46289 46293 46302 46306 46320 46327 46333-46334 46337 46341 46352 46355 46357 46364 46370 46376 46383 46389 46391 46394-46395 46436-46437 46470 46473 46487 46491-46492 46494 46501-46502 46506 46511 46517 46526 46528 46536 46544 46551 46558-46559 46570 46572 46581-46582 46593 46603 46617 46626-46627 46639-46640 46646 46654 46664-46665 46671 46681 46685 46687 46705 46708 46713-46714 46728 46732 46734 46759 46762-46763 46768 46776 46784 46790 46793 46805 46820 46828-46829 46848 46851 46874 46891 46903 46909-46910 46914 46918 46923 46925 46933 46936 46943-46944 46953 46960 46967 46971 46977-46978 46982-46983 46987 46991-46992 46994 46997 47001 47004 47011 47020 47022 47030 47045 47061 47065 47067 47073 47077-47078 47082 47098 47106 47113 47137 47147 47157 47169 47176 47181 47184 47193 47198 47205 47207 47212 47223 47234 47237 47245 47247-47248 47253 47258 47263 47279 47287 47292 47304 47306-47308 47311 47329 47336-47337 47347 47353-47354 47364 47377 47380 47385 47387 47389-47390 47396 47407 47409 47415 47420 47423-47424 47433 47440 47458-47459 47463 47487 47502 47510-47512 47514 47530 47536-47537 47567 47575 47577 47580 47586 47589 47596 47598 47600 47629 47631 47638 47640 47647 47652 47655 47663 47674 47706 47712-47713 47715 47728 47745 47756-47757 47791 47794-47795 47807 47809 47819 47823-47824 47832 47842 47854 47858 47873 47894 47898 47903 47910 47918 47930 47935 47942 47945 47952 47959 47967 47985 47991 47994 47996-47997 48007 48014-48015 48019 48022 48025 48032 48045 48049-48051 48061 48065 48078 48104 48113 48119-48120 48138 48141 48147 48172 48175-48177 48182-48183 48188 48205 48212 48223 48225-48226 48230 48238 48249 48254 48260 48262 48274 48281-48283 48291-48292 48299 48301 48310 48332 48334-48335 48345 48350-48351 48355 48361-48362 48367-48368 48371 48373 48383 48394 48405 48411 48414 48422 48436 48450 48454 48460 48478 48487 48490 48497 48501 48504 48513 48516 48519 48523 48525 48545-48546 48552-48554 48570 48572 48576 48581 48583 48587 48589 48595 48597 48606-48607 48613 48615 48632 48651 48656 48658 48664 48679 48687 48691 48694-48695 48705 48707 48719 48721 48727 48731 48736 48745 48757 48764-48765 48768 48773 48785 48792 48798 48807 48816 48821 48835 48846 48849 48852 48854 48856 48859 48862 48865 48870-48871 48882-48883 48886 48889 48891 48893 48904 48913 48915 48923 48937 48943 48955 48958-48959 48963-48964 48967 48980 48985 48992 49001 49004-49005 49007 49009-49010 49015 49026 49028 49036 49042 49052 49060 49064-49065 49078 49094 49097 49101 49106 49109 49114 49121 49128 49130 49142 49147 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/AJ/169/216?format=ascii default J/AJ/169/216/stars List of stars used in this study Simbad Simbad column added by the CDS meta.ref.url char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Star Stellar ID based on associated catalog meta.id;meta.main char primary fPl [*] * Indicates the star has an orbiting planet meta.note char nExp Display the data for each of the 3 experiments for this star (link to Table 2) meta.number int nullable _RA Position from Simbad (right ascension part) deg pos.eq.ra;meta.main indexed _DE Position from Simbad (declination part) deg pos.eq.dec;meta.main indexed
J/AJ/169/216/table1 List of each tested ensemble Ens [1/7] Ensemble number meta.id int recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Features Feature tested (1) meta.note char nS1 [2486/4767] Number of stars available for prediction in Experiment 1 (2) meta.number int nS2 [2486/4767] Number of stars available for prediction in Experiment 2 (2) meta.number int nS3 [9698] Number of stars available for prediction in Experiment 3 (2) meta.number int
J/AJ/169/216/table2 *Data from this study Star Stellar ID based on associated catalog meta.id;meta.main char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Exp [1/3] Experiment number for the star (1) meta.id int [Fe/H] [-5.29/1.05] The [Fe/H] abundance in dex phys.abund.Fe float [C/H] [-2.94/7.68]? The [C/H] abundance in dex phys.abund float nullable [O/H] [-2.57/1.72]? The [O/H] abundance in dex phys.abund float nullable [Na/H] [-3.14/1.19]? The [Na/H] abundance in dex phys.abund float nullable [Mg/H] [-2.83/0.83]? The [Mg/H] abundance in dex phys.abund float nullable [Al/H] [-4.03/1.12]? The [Al/H] abundance in dex phys.abund float nullable [Si/H] [-4.54/1.2]? The [Si/H] abundance in dex phys.abund float nullable [Ca/H] [-3.37/1.04]? The [Ca/H] abundance in dex phys.abund float nullable [Sc/H] [-2.88/2.0]? The [Sc/H] abundance in dex phys.abund float nullable [Ti/H] [-7.11/1.1]? The [Ti/H] abundance in dex phys.abund float nullable [V/H] [-3.36/1.51]? The [V/H] abundance in dex phys.abund float nullable [Cr/H] [-5.97/1.5]? The [Cr/H] abundance in dex phys.abund float nullable [Mn/H] [-3.56/0.88]? The [Mn/H] abundance in dex phys.abund float nullable [Co/H] [-3.11/1.57]? The [Co/H] abundance in dex phys.abund float nullable [Ni/H] [-3.12/0.79]? The [Ni/H] abundance in dex phys.abund float nullable [Y/H] [-3.32/2.33]? The [Y/H] abundance in dex phys.abund float nullable C/Mg [0.13/446.69]? Molar ratio of C/Mg phys.abund;arith.ratio double nullable O/Mg [0.72/45709]? Molar ratio of O/Mg phys.abund;arith.ratio double nullable Si/Mg [4e-3/26.31]? Molar ratio of Si/Mg phys.abund;arith.ratio float nullable Ca/Mg [1e-3/0.7943]? Molar ratio of Ca/Mg phys.abund;arith.ratio float nullable Ti/Mg [0/0.31]? Molar ratio of Ti/Mg phys.abund;arith.ratio float nullable Fe/Mg [0/4.58]? Molar ratio of Fe/Mg phys.abund;arith.ratio float nullable C/Si [0.01/691.84]? Molar ratio of C/Si phys.abund;arith.ratio double nullable O/Si [0.58/37153.53]? Molar ratio of O/Si phys.abund;arith.ratio double nullable Mg/Si [0.03/229.09]? Molar ratio of Mg/Si phys.abund;arith.ratio double nullable Ca/Si [2e-4/1905.47]? Molar ratio of Ca/Si phys.abund;arith.ratio double nullable Ti/Si [0/0.05]? Molar ratio of Ti/Si phys.abund;arith.ratio float nullable Fe/Si [0/251.19]? Molar ratio of Fe/Si phys.abund;arith.ratio double nullable C/O [3e-4/6.46]? Molar ratio of C/O phys.abund;arith.ratio float nullable Si/O [0/1.7]? Molar ratio of Si/O phys.abund;arith.ratio float nullable Mg/O [0/1.39]? Molar ratio of Mg/O phys.abund;arith.ratio float nullable Ca/O [0/0.07]? Molar ratio of Ca/O phys.abund;arith.ratio float nullable Ti/O [0/0.002]? Molar ratio of Ti/O phys.abund;arith.ratio float nullable Fe/O [0/0.42]? Molar ratio of Fe/O phys.abund;arith.ratio float nullable fPl [0/1] Indicates whether star has an orbiting planet (3) meta.code int Pl Planet ID, largest planet in system (4) meta.id.part;meta.main char nPl [1/5]? Number of planets in system (4) meta.number int nullable RadPl [0.58/3.5]? Planet radius (4) (6.3781x10+6m) phys.size.radius float nullable Disk [1/2]? Location of star in the Galactic disk (5) meta.code int nullable Prob1 [3e-4/1]? Ensemble 1 probability of hosting a small planet (6) stat.fit.goodness float nullable Prob2 [3e-4/1]? Ensemble 2 probability of hosting a small planet (6) stat.fit.goodness float nullable Prob3 [3e-4/1]? Ensemble 3 probability of hosting a small planet (6) stat.fit.goodness float nullable Prob4 [3e-4/1]? Ensemble 4 probability of hosting a small planet (6) stat.fit.goodness float nullable Prob5 [3e-4/1]? Ensemble 5 probability of hosting a small planet (6) stat.fit.goodness float nullable Prob6 [3e-4/1]? Ensemble 6 probability of hosting a small planet (6) stat.fit.goodness float nullable Prob7 [3e-4/1]? Ensemble 7 probability of hosting a small planet (6) stat.fit.goodness float nullable fOvlap Is the star an "overlap star"? (2) meta.code char