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| 1 | Machine-learned multi-system surrogate models for materials prediction显示文摘Surrogate machine-learning models are transforming computational materials science by predicting properties of materials with the accuracy of ab initio methods at a fraction of the computational cost.We demonstrate surrogate models that simultaneously interpolate energies of different materials on a dataset of 10 binary alloys(AgCu,AlFe,AlMg,AlNi,AlTi,CoNi,CuFe,CuNi,FeV,and NbNi)with 10 different species and all possible fcc,bcc,and hcp structures up to eight atoms in the unit cell,15,950 structures in total.We find that the deviation of prediction errors when increasing the number of simultaneously modeled alloys is<1 meV/atom.Several state-of-the-art materials representations and learning algorithms were found to qualitatively agree on the prediction errors of formation enthalpy with relative errors of<2.5% for all systems. | Chandramouli Nyshadham Matthias Rupp Brayden Bekker Alexander V.Shapeev Tim Mueller Conrad W.Rosenbrock Gábor Csányi David W.Wingate Gus L.W.Hart | 2019 | npj Computational Materials2019，，1： | 8 |
| 2 | Intellectual property rights,strategic technology agreements and market structure; the case of GSM显示文摘 | Bekkers R Duysters G Verspagen B | 2002 | Research Policy2002，，31： | 1 |
| 3 | Dexmedetomidine for awakecarotid endarterectomy: efficacy, hemodynamic profile and side ef-fects显示文摘 | Bekker AY John B Mark G | 2005 | Survery of Anesthesiology2005，49，： | 1 |
| 4 | Antiviral and antitumor peptides from insects显示文摘 | Kim S I Bekker G | 2002 | Proc Natl Acad Sci USA2002，99，12： | 1 |
| 5 | Antiviral and antitumor peptides from insects显示文摘 | Chemysh S Kin S1 Bekker G | 2002 | PNAS2002，99，12： | 1 |
| 6 | Epidemiological and clinical aspects of human papillomavirus detection in the prevention of cervical cancer显示文摘 | Massuger L F A G Bulten J | 2004 | Rev Med Virol2004，14，： | 1 |
| 7 | Antiviral and antitumor pep-tides from insect显示文摘 | Chernysh S Kim S I Bekker G | 2002 | PNAS2002，99，12： | 1 |
| 8 | Antiviral and antitumor peptides from insects 显示文摘 | CHERNYSH S KIM S I BEKKER G | 2002 | PNAS2002，99，12： | 1 |
| 9 | Intellectual property rights, strategic technology agreements and market structure: the case of GSM显示文摘 | Bekkers R Duysters G Verspagen B | 2002 | Research Policy2002，31，： | 1 |
| 10 | Soil seed banks in European grasslands: does land use affect regeneration perspectives? 显示文摘 | Bekker R M Verweij G L Smith R E | 1997 | Journal of Applied Ecology1997，34，5： | 1 |
| 11 | The value of loop electrosurgical conization in the treatment of stage I A1 microinvasive carcinoma of the uterine cervix显示文摘 | Bekkers R L M Keyser K G G Bulten J | 2002 | Int J Gynecol Cancer2002，12，： | 1 |
| 12 | Differential expression of iron-, carbon-, and oxygen?responsive mycobacterial genes in the lungs of chronically infected mice and tuberculosis patients显示文摘 | TIMMJ POST F A BEKKER L G | 2003 | Proc NatlAcad Sci USA2003，100，14： | 1 |
| 13 | Postoperative nausea and vomiting are strongly influenced by postoperative opioid use in a dose-related manner 显示文摘 | Roberts G W Bekker T B Carlsen I-I H | 2005 | Anesth Analg2005，101，5： | 1 |
| 14 | Soil seed bank dynamics in hayfield succession显示文摘 | Bekker R M Verweij G L Bakker J P | 2000 | Journal of Ecology2000，88，： | 1 |
| 15 | An improved method for seed bank analysis:seedling emergence after removing the Soil by sieving显示文摘 | TERHEERDT G NJ VERWELI G L BEKKER R M | 1996 | Functional Ecology1996，10，： | 1 |
| 16 | Immunopathologic effects of tumor necrosis factor alpha in routine mycobacterial infection are dose dependent 显示文摘 | Bekker L G Moreira A L Bergtold A | 2000 | Infect Immun2000，68，12： | 1 |
| 17 | Molecular epidemiology of Mycobacterium tuberculosis in a South African community with high HIV prevalence显示文摘 | Middelkoop K Bekker L Mathema B Shashkina E Kurepina N Whitelaw A Fallows D Morrow C Kreiswirth B Kaplan G Wood R | 2009 | J Infect Dis2009，200，8： | 1 |
| 18 | Anion-independent Iron Coordination by the Campylobacter Jejuni Ferric Binding Protein显示文摘 | Tom-Yew S A L Cui D T Bekker E G | | 0，，： | 1 |
| 19 | Restoration of the Cirsio dissecti-Molinietum in The Netherlands:Can we rely on the soil seed banks?显示文摘 | Matus G Verhagen R Bekker RM | 2003 | Applied Vegetation Science2003，6，： | 1 |
| 20 | The diag- nostic efficacy of cone beam CT for impacted teeth and associated features : a systematic review显示文摘 | Guerrero ME Shahbazian M Elsiena Bekkering G | 2011 | J Oral Rehabi12011，38，5： | 1 |
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