forked from D-Net/dnet-hadoop
[FOS]changed the mapping between the csv and the model. Changed Test classes and resources
This commit is contained in:
parent
73175ba086
commit
b81efb6a9d
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@ -3,9 +3,6 @@ package eu.dnetlib.dhp.actionmanager;
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import java.util.Optional;
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import eu.dnetlib.dhp.schema.common.ModelConstants;
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import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
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import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
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import org.apache.spark.api.java.function.MapFunction;
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import org.apache.spark.sql.Dataset;
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import org.apache.spark.sql.Encoders;
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@ -14,6 +11,9 @@ import org.apache.spark.sql.SparkSession;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import eu.dnetlib.dhp.application.ArgumentApplicationParser;
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import eu.dnetlib.dhp.schema.common.ModelConstants;
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import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
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import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
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public class Constants {
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@ -57,8 +57,8 @@ public class Constants {
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sp
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.setQualifier(
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OafMapperUtils
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.qualifier(classid
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,
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.qualifier(
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classid,
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classname,
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ModelConstants.DNET_SUBJECT_TYPOLOGIES,
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ModelConstants.DNET_SUBJECT_TYPOLOGIES));
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@ -21,7 +21,7 @@ public class GetFOSData implements Serializable {
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private static final Logger log = LoggerFactory.getLogger(GetFOSData.class);
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public static final char DEFAULT_DELIMITER = '\t';
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public static final char DEFAULT_DELIMITER = ',';
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public static void main(final String[] args) throws Exception {
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final ArgumentApplicationParser parser = new ArgumentApplicationParser(
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@ -11,6 +11,7 @@ import java.util.stream.Collectors;
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import org.apache.commons.io.IOUtils;
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import org.apache.spark.SparkConf;
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import org.apache.spark.api.java.function.MapFunction;
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import org.apache.spark.api.java.function.MapGroupsFunction;
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import org.apache.spark.sql.Dataset;
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import org.apache.spark.sql.Encoders;
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import org.apache.spark.sql.SaveMode;
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@ -64,10 +65,20 @@ public class PrepareFOSSparkJob implements Serializable {
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private static void distributeFOSdois(SparkSession spark, String sourcePath, String outputPath) {
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Dataset<FOSDataModel> fosDataset = readPath(spark, sourcePath, FOSDataModel.class);
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fosDataset.map((MapFunction<FOSDataModel, Result>) value -> {
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fosDataset.groupByKey((MapFunction<FOSDataModel,String>)v->v.getDoi(), Encoders.STRING())
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.mapGroups((MapGroupsFunction<String, FOSDataModel, Result>)(k,it)->{
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Result r = new Result();
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r.setId(DHPUtils.generateUnresolvedIdentifier(value.getDoi(), DOI));
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r.setSubject(getSubjects(value));
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FOSDataModel first = it.next();
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r.setId(DHPUtils.generateUnresolvedIdentifier(first.getDoi(), DOI));
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HashSet<String> level1 = new HashSet<>();
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HashSet<String> level2 = new HashSet<>();
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HashSet<String> level3 = new HashSet<>();
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addLevels(level1, level2, level3, first);
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it.forEachRemaining(v -> addLevels(level1, level2, level3, v));
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List<StructuredProperty>sbjs = new ArrayList<>();
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level1.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
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level2.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
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level3.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
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return r;
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}, Encoders.bean(Result.class))
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.write()
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@ -76,14 +87,10 @@ public class PrepareFOSSparkJob implements Serializable {
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.json(outputPath + "/fos");
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}
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private static List<StructuredProperty> getSubjects(FOSDataModel fos) {
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return Arrays
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.asList(getSubject(fos.getLevel1(), FOS_CLASS_ID, FOS_CLASS_NAME),
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getSubject(fos.getLevel2(), FOS_CLASS_ID, FOS_CLASS_NAME),
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getSubject(fos.getLevel3(), FOS_CLASS_ID, FOS_CLASS_NAME))
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.stream()
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.filter(Objects::nonNull)
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.collect(Collectors.toList());
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private static void addLevels(HashSet<String> level1, HashSet<String> level2, HashSet<String> level3, FOSDataModel first) {
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level1.add(first.getLevel1());
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level2.add(first.getLevel2());
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level3.add(first.getLevel3());
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}
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@ -6,19 +6,19 @@ import java.io.Serializable;
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import com.opencsv.bean.CsvBindByPosition;
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public class FOSDataModel implements Serializable {
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@CsvBindByPosition(position = 1)
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@CsvBindByPosition(position = 0)
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// @CsvBindByName(column = "doi")
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private String doi;
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@CsvBindByPosition(position = 2)
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@CsvBindByPosition(position = 1)
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// @CsvBindByName(column = "level1")
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private String level1;
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@CsvBindByPosition(position = 3)
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@CsvBindByPosition(position = 2)
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// @CsvBindByName(column = "level2")
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private String level2;
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@CsvBindByPosition(position = 4)
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@CsvBindByPosition(position = 3)
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// @CsvBindByName(column = "level3")
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private String level3;
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@ -155,14 +155,14 @@ public class PrepareTest {
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void getFOSFileTest() throws IOException, ClassNotFoundException {
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final String sourcePath = getClass()
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.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/h2020_fos_sbs.csv")
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.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/fos_sbs.csv")
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.getPath();
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final String outputPath = workingDir.toString() + "/fos.json";
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new GetFOSData()
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.doRewrite(
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sourcePath, outputPath, "eu.dnetlib.dhp.actionmanager.createunresolvedentities.model.FOSDataModel",
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'\t', fs);
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',', fs);
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BufferedReader in = new BufferedReader(
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new InputStreamReader(fs.open(new org.apache.hadoop.fs.Path(outputPath))));
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@ -176,7 +176,7 @@ public class PrepareTest {
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count += 1;
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}
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assertEquals(38, count);
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assertEquals(39, count);
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}
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@ -107,13 +107,13 @@ public class ProduceTest {
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.textFile(workingDir.toString() + "/unresolved")
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.map(item -> OBJECT_MAPPER.readValue(item, Result.class));
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Assertions.assertEquals(135, tmp.count());
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Assertions.assertEquals(105, tmp.count());
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Assertions.assertEquals(1, tmp.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi")).count());
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Assertions
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.assertEquals(
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3, tmp
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6, tmp
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.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi"))
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.collect()
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.get(0)
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@ -175,9 +175,20 @@ public class ProduceTest {
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ModelConstants.DNET_PROVENANCE_ACTIONS,
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sbj.getDataInfo().getProvenanceaction().getSchemename()));
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sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("engineering and technology"));
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sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("nano-technology"));
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sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("nanoscience & nanotechnology"));
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Assertions
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.assertEquals(
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true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("04 agricultural and veterinary sciences")));
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Assertions.assertEquals(false, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("nano-technology")));
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Assertions
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.assertEquals(
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true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("0404 agricultural biotechnology")));
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Assertions.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("040502 food science")));
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Assertions
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.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("03 medical and health sciences")));
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Assertions.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("0303 health sciences")));
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Assertions
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.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("030309 nutrition & dietetics")));
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List<Measure> measures = tmp
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.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi"))
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@ -219,7 +230,7 @@ public class ProduceTest {
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Assertions
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.assertEquals(
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49, tmp
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19, tmp
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.filter(row -> !row.getId().equals("unresolved::10.3390/s18072310::doi"))
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.filter(row -> row.getSubject() != null)
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.count());
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@ -229,7 +240,7 @@ public class ProduceTest {
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85,
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tmp
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.filter(row -> !row.getId().equals("unresolved::10.3390/s18072310::doi"))
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.filter(r -> r.getInstance() != null)
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.filter(r -> r.getInstance() != null && r.getInstance().size() > 0)
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.count());
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}
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@ -1,38 +1,39 @@
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{"doi":"10.3390/s18072310","level1":"engineering and technology","level2":"nano-technology","level3":"nanoscience & nanotechnology"}
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{"doi":"10.1111/1365-2656.12831\u000210.17863/cam.24369","level1":"social sciences","level2":"psychology and cognitive sciences","level3":"NULL"}
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{"doi":"10.3929/ethz-b-000187584\u000210.1002/chem.201701644","level1":"natural sciences","level2":"NULL","level3":"NULL"}
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{"doi":"10.1080/01913123.2017.1367361","level1":"medical and health sciences","level2":"clinical medicine","level3":"oncology & carcinogenesis"}
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{"doi":"10.1051/e3sconf/20199207011","level1":"natural sciences","level2":"earth and related environmental sciences","level3":"environmental sciences"}
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{"doi":"10.1038/onc.2015.333","level1":"medical and health sciences","level2":"clinical medicine","level3":"oncology & carcinogenesis"}
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{"doi":"10.1093/mnras/staa256","level1":"natural sciences","level2":"physical sciences","level3":"NULL"}
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{"doi":"10.1016/j.jclepro.2018.07.166","level1":"engineering and technology","level2":"other engineering and technologies","level3":"building & construction"}
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{"doi":"10.1103/physrevlett.125.037403","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"}
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{"doi":"10.1080/03602532.2017.1316285","level1":"natural sciences","level2":"NULL","level3":"NULL"}
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{"doi":"10.1001/jamanetworkopen.2019.1868","level1":"medical and health sciences","level2":"other medical science","level3":"health policy & services"}
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{"doi":"10.1128/mra.00874-18","level1":"natural sciences","level2":"biological sciences","level3":"plant biology & botany"}
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{"doi":"10.1016/j.nancom.2018.03.001","level1":"engineering and technology","level2":"NULL","level3":"NULL"}
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{"doi":"10.1112/topo.12174","level1":"natural sciences","level2":"NULL","level3":"NULL"}
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{"doi":"10.12688/wellcomeopenres.15846.1","level1":"medical and health sciences","level2":"health sciences","level3":"NULL"}
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{"doi":"10.21468/scipostphys.3.1.001","level1":"natural sciences","level2":"physical sciences","level3":"NULL"}
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{"doi":"10.1088/1741-4326/ab6c77","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"}
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{"doi":"10.1109/tpwrs.2019.2944747","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"electrical & electronic engineering"}
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{"doi":"10.1016/j.expthermflusci.2019.109994\u000210.17863/cam.46212","level1":"engineering and technology","level2":"mechanical engineering","level3":"mechanical engineering & transports"}
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{"doi":"10.1109/tc.2018.2860012","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"computer hardware & architecture"}
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{"doi":"10.1002/mma.6622","level1":"natural sciences","level2":"mathematics","level3":"numerical & computational mathematics"}
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{"doi":"10.1051/radiopro/2020020","level1":"natural sciences","level2":"chemical sciences","level3":"NULL"}
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{"doi":"10.1007/s12268-019-1003-4","level1":"medical and health sciences","level2":"basic medicine","level3":"NULL"}
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{"doi":"10.3390/cancers12010236","level1":"medical and health sciences","level2":"health sciences","level3":"biochemistry & molecular biology"}
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{"doi":"10.6084/m9.figshare.9912614\u000210.6084/m9.figshare.9912614.v1\u000210.1080/00268976.2019.1665199","level1":"natural sciences","level2":"chemical sciences","level3":"physical chemistry"}
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{"doi":"10.1175/jpo-d-17-0239.1","level1":"natural sciences","level2":"biological sciences","level3":"marine biology & hydrobiology"}
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{"doi":"10.1007/s13218-020-00674-7","level1":"engineering and technology","level2":"industrial biotechnology","level3":"industrial engineering & automation"}
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{"doi":"10.1016/j.psyneuen.2016.02.003\u000210.1016/j.psyneuen.2016.02.00310.7892/boris.78886\u000210.7892/boris.78886","level1":"medical and health sciences","level2":"basic medicine","level3":"NULL"}
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{"doi":"10.1109/ted.2018.2813542","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"electrical & electronic engineering"}
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{"doi":"10.3989/scimar.04739.25a","level1":"natural sciences","level2":"biological sciences","level3":"NULL"}
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{"doi":"10.3390/su12187503","level1":"natural sciences","level2":"earth and related environmental sciences","level3":"NULL"}
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{"doi":"10.1016/j.ccell.2018.08.017","level1":"medical and health sciences","level2":"basic medicine","level3":"biochemistry & molecular biology"}
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{"doi":"10.1103/physrevresearch.2.023322","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"}
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{"doi":"10.1039/c8cp03234c","level1":"natural sciences","level2":"NULL","level3":"NULL"}
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{"doi":"10.5281/zenodo.3696557\u000210.5281/zenodo.3696556\u000210.1109/jsac.2016.2545384","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"networking & telecommunications"}
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{"doi":"10.1038/ng.3667\u000210.1038/ng.3667.\u000210.17615/tct6-4m26\u000210.17863/cam.15649","level1":"medical and health sciences","level2":"health sciences","level3":"genetics & heredity"}
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{"doi":"10.1016/j.jclepro.2019.119065","level1":"engineering and technology","level2":"other engineering and technologies","level3":"building & construction"}
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{"doi":"10.1111/pce.13392","level1":"agricultural and veterinary sciences","level2":"agriculture, forestry, and fisheries","level3":"agronomy & agriculture"}
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{"doi":"10.1080/1536383x.2020.1868997","level1":"02 engineering and technology","level2":"0210 nano-technology","level3":"021001 nanoscience & nanotechnology"}
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{"doi":"10.1080/1536383x.2020.1868997","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
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{"doi":"10.1186/s40425-019-0732-8","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
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{"doi":"10.1186/s40425-019-0732-8","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
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{"doi":"10.1007/s10482-021-01529-3","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
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{"doi":"10.1007/s10482-021-01529-3","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030306 microbiology"}
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{"doi":"10.1155/2021/6643273","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010301 acoustics"}
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{"doi":"10.1155/2021/6643273","level1":"02 engineering and technology","level2":"0209 industrial biotechnology","level3":"020901 industrial engineering & automation"}
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{"doi":"10.12737/article_5d6613dbf2ad51.82646096","level1":"02 engineering and technology","level2":"0210 nano-technology","level3":"021001 nanoscience & nanotechnology"}
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{"doi":"10.12737/article_5d6613dbf2ad51.82646096","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010302 applied physics"}
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{"doi":"10.1216/jie.2020.32.457","level1":"01 natural sciences","level2":"0101 mathematics","level3":"010101 applied mathematics"}
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{"doi":"10.1216/jie.2020.32.457","level1":"01 natural sciences","level2":"0101 mathematics","level3":"010102 general mathematics"}
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{"doi":"10.3934/naco.2021021","level1":"02 engineering and technology","level2":"0211 other engineering and technologies","level3":"021103 operations research"}
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{"doi":"10.3934/naco.2021021","level1":"02 engineering and technology","level2":"0209 industrial biotechnology","level3":"020901 industrial engineering & automation"}
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{"doi":"10.1080/1034912x.2021.1910933","level1":"05 social sciences","level2":"050301 education","level3":"050301 education"}
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{"doi":"10.1080/1034912x.2021.1910933","level1":"05 social sciences","level2":"0501 psychology and cognitive sciences","level3":"050104 developmental & child psychology"}
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{"doi":"10.1016/j.rtbm.2020.100596","level1":"05 social sciences","level2":"0502 economics and business","level3":"050211 marketing"}
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{"doi":"10.1016/j.rtbm.2020.100596","level1":"05 social sciences","level2":"0502 economics and business","level3":"050212 sport, leisure & tourism"}
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{"doi":"10.14807/ijmp.v11i8.1220","level1":"05 social sciences","level2":"0502 economics and business","level3":"050211 marketing"}
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{"doi":"10.14807/ijmp.v11i8.1220","level1":"05 social sciences","level2":"0502 economics and business","level3":"050203 business & management"}
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{"doi":"10.1007/s13205-020-02415-x","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030304 developmental biology"}
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{"doi":"10.1007/s13205-020-02415-x","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030302 biochemistry & molecular biology"}
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{"doi":"10.3390/s18072310","level1":"04 agricultural and veterinary sciences","level2":"0404 agricultural biotechnology","level3":"040502 food science"}
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{"doi":"10.3390/s18072310","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030309 nutrition & dietetics"}
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{"doi":"10.1063/5.0032658","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010304 chemical physics"}
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{"doi":"10.1063/5.0032658","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
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{"doi":"10.1145/3411174.3411195","level1":"02 engineering and technology","level2":"0202 electrical engineering, electronic engineering, information engineering","level3":"020201 artificial intelligence & image processing"}
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{"doi":"10.1145/3411174.3411195","level1":"02 engineering and technology","level2":"0202 electrical engineering, electronic engineering, information engineering","level3":"020206 networking & telecommunications"}
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{"doi":"10.1021/acs.joc.0c02755","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010405 organic chemistry"}
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{"doi":"10.1021/acs.joc.0c02755","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
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{"doi":"10.1002/jcp.28608","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
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{"doi":"10.1002/jcp.28608","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
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{"doi":"10.1097/cmr.0000000000000579","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
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{"doi":"10.1097/cmr.0000000000000579","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
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{"doi":"10.1007/s11164-020-04383-6","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010405 organic chemistry"}
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{"doi":"10.1007/s11164-020-04383-6","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
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{"doi":"10.1016/j.actpsy.2020.103155","level1":"05 social sciences","level2":"0501 psychology and cognitive sciences","level3":"050105 experimental psychology"}
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{"doi":"10.1016/j.actpsy.2020.103155","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030217 neurology & neurosurgery"}
|
||||
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||||
|
|
@ -0,0 +1,39 @@
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|||
10.1080/1536383x.2020.1868997,02 engineering and technology,0210 nano-technology,021001 nanoscience & nanotechnology
|
||||
10.1080/1536383x.2020.1868997,01 natural sciences,0104 chemical sciences,010402 general chemistry
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||||
10.1186/s40425-019-0732-8,03 medical and health sciences,0302 clinical medicine,030220 oncology & carcinogenesis
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||||
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|
||||
10.1007/s10482-021-01529-3,03 medical and health sciences,0301 basic medicine,030304 developmental biology
|
||||
10.1007/s10482-021-01529-3,03 medical and health sciences,0301 basic medicine,030306 microbiology
|
||||
10.1155/2021/6643273,01 natural sciences,0103 physical sciences,010301 acoustics
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||||
10.1155/2021/6643273,02 engineering and technology,0209 industrial biotechnology,020901 industrial engineering & automation
|
||||
10.12737/article_5d6613dbf2ad51.82646096,02 engineering and technology,0210 nano-technology,021001 nanoscience & nanotechnology
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||||
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||||
10.1216/jie.2020.32.457,01 natural sciences,0101 mathematics,010102 general mathematics
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||||
10.3934/naco.2021021,02 engineering and technology,0211 other engineering and technologies,021103 operations research
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||||
10.3934/naco.2021021,02 engineering and technology,0209 industrial biotechnology,020901 industrial engineering & automation
|
||||
10.1080/1034912x.2021.1910933,05 social sciences,050301 education,050301 education
|
||||
10.1080/1034912x.2021.1910933,05 social sciences,0501 psychology and cognitive sciences,050104 developmental & child psychology
|
||||
10.1016/j.rtbm.2020.100596,05 social sciences,0502 economics and business,050211 marketing
|
||||
10.1016/j.rtbm.2020.100596,05 social sciences,0502 economics and business,"050212 sport, leisure & tourism"
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||||
10.14807/ijmp.v11i8.1220,05 social sciences,0502 economics and business,050211 marketing
|
||||
10.14807/ijmp.v11i8.1220,05 social sciences,0502 economics and business,050203 business & management
|
||||
10.1007/s13205-020-02415-x,03 medical and health sciences,0303 health sciences,030304 developmental biology
|
||||
10.1007/s13205-020-02415-x,03 medical and health sciences,0303 health sciences,030302 biochemistry & molecular biology
|
||||
10.3390/foods10040865,04 agricultural and veterinary sciences,0404 agricultural biotechnology,040502 food science
|
||||
10.3390/foods10040865,03 medical and health sciences,0303 health sciences,030309 nutrition & dietetics
|
||||
10.1063/5.0032658,01 natural sciences,0103 physical sciences,010304 chemical physics
|
||||
10.1063/5.0032658,01 natural sciences,0104 chemical sciences,010402 general chemistry
|
||||
10.1145/3411174.3411195,02 engineering and technology,"0202 electrical engineering, electronic engineering, information engineering",020201 artificial intelligence & image processing
|
||||
10.1145/3411174.3411195,02 engineering and technology,"0202 electrical engineering, electronic engineering, information engineering",020206 networking & telecommunications
|
||||
10.1021/acs.joc.0c02755,01 natural sciences,0104 chemical sciences,010405 organic chemistry
|
||||
10.1021/acs.joc.0c02755,01 natural sciences,0104 chemical sciences,010402 general chemistry
|
||||
10.1002/jcp.28608,03 medical and health sciences,0302 clinical medicine,030220 oncology & carcinogenesis
|
||||
10.1002/jcp.28608,03 medical and health sciences,0301 basic medicine,030304 developmental biology
|
||||
10.1097/cmr.0000000000000579,03 medical and health sciences,0302 clinical medicine,030220 oncology & carcinogenesis
|
||||
10.1097/cmr.0000000000000579,03 medical and health sciences,0301 basic medicine,030304 developmental biology
|
||||
10.1007/s11164-020-04383-6,01 natural sciences,0104 chemical sciences,010405 organic chemistry
|
||||
10.1007/s11164-020-04383-6,01 natural sciences,0104 chemical sciences,010402 general chemistry
|
||||
10.1016/j.actpsy.2020.103155,05 social sciences,0501 psychology and cognitive sciences,050105 experimental psychology
|
||||
10.1016/j.actpsy.2020.103155,03 medical and health sciences,0302 clinical medicine,030217 neurology & neurosurgery
|
||||
10.1109/memea49120.2020.9137187,02 engineering and technology,"0202 electrical engineering, electronic engineering, information engineering",020208 electrical & electronic engineering
|
||||
|
|
|
@ -1,38 +0,0 @@
|
|||
dedup_wf_001::ddcc7a56fa13e49bcc59c6bdd19ad26c 10.3390/s18072310 engineering and technology nano-technology nanoscience & nanotechnology
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dedup_wf_001::b76062d56e28224eac56111a4e1e5ecf 10.1111/1365-2656.1283110.17863/cam.24369 social sciences psychology and cognitive sciences NULL
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||||
dedup_wf_001::bb752acb8f403a25fa7851a302f7b7ac 10.3929/ethz-b-00018758410.1002/chem.201701644 natural sciences NULL NULL
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dedup_wf_001::2f1435a9201ecf5cbbcb12c9b2d971cd 10.1080/01913123.2017.1367361 medical and health sciences clinical medicine oncology & carcinogenesis
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||||
dedup_wf_001::fc9e47ec16c67b101724320d4b030514 10.1051/e3sconf/20199207011 natural sciences earth and related environmental sciences environmental sciences
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||||
dedup_wf_001::caa1e5b4de387cb31751552f4f0f5d72 10.1038/onc.2015.333 medical and health sciences clinical medicine oncology & carcinogenesis
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||||
dedup_wf_001::c2a98df5637d69bf0524eaf40fe6bf11 10.1093/mnras/staa256 natural sciences physical sciences NULL
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||||
dedup_wf_001::c221262bdc77cbfd59859a402f0e3991 10.1016/j.jclepro.2018.07.166 engineering and technology other engineering and technologies building & construction
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doiboost____::d56d9dc21f317b3e009d5b6c8ea87212 10.1103/physrevlett.125.037403 natural sciences physical sciences nuclear & particles physics
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dedup_wf_001::8a7269c8ee6470b2fb4fd384bc389e08 10.1080/03602532.2017.1316285 natural sciences NULL NULL
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dedup_wf_001::28342ebbc19833e4e1f4a2b23cf5ee20 10.1001/jamanetworkopen.2019.1868 medical and health sciences other medical science health policy & services
|
||||
dedup_wf_001::c1e1daf2b55dd9ec8e1c7c7458bbc7bc 10.1128/mra.00874-18 natural sciences biological sciences plant biology & botany
|
||||
dedup_wf_001::a2ef4a2720c71907180750e5871298ef 10.1016/j.nancom.2018.03.001 engineering and technology NULL NULL
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||||
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||||
dedup_wf_001::6f2761642f1e39313388e2c4060657dd 10.12688/wellcomeopenres.15846.1 medical and health sciences health sciences NULL
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||||
dedup_wf_001::e414c1dec599521a9635a60de0f6755b 10.21468/scipostphys.3.1.001 natural sciences physical sciences NULL
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dedup_wf_001::f3395fe0f330164ea424dc61c86c9a3d 10.1088/1741-4326/ab6c77 natural sciences physical sciences nuclear & particles physics
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||||
dedup_wf_001::a4f32a97a783117012f1de11797e73f2 10.1109/tpwrs.2019.2944747 engineering and technology electrical engineering, electronic engineering, information engineering electrical & electronic engineering
|
||||
dedup_wf_001::313ae1cd083ae1696d12dd1909f97df8 10.1016/j.expthermflusci.2019.10999410.17863/cam.46212 engineering and technology mechanical engineering mechanical engineering & transports
|
||||
dedup_wf_001::2a300a7d3ca7347791ebcef986bc0682 10.1109/tc.2018.2860012 engineering and technology electrical engineering, electronic engineering, information engineering computer hardware & architecture
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||||
doiboost____::5b79bd7bd9f87361b4a4abc3cbb2df75 10.1002/mma.6622 natural sciences mathematics numerical & computational mathematics
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||||
dedup_wf_001::6a3f61f217a2519fbaddea1094e3bfc2 10.1051/radiopro/2020020 natural sciences chemical sciences NULL
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dedup_wf_001::a3f0430309a639f4234a0e57b10f2dee 10.1007/s12268-019-1003-4 medical and health sciences basic medicine NULL
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dedup_wf_001::b6b8a3a1cccbee459cf3343485efdb12 10.3390/cancers12010236 medical and health sciences health sciences biochemistry & molecular biology
|
||||
dedup_wf_001::dd06ee7974730e7b09a4f03c83b3f9bd 10.6084/m9.figshare.991261410.6084/m9.figshare.9912614.v110.1080/00268976.2019.1665199 natural sciences chemical sciences physical chemistry
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dedup_wf_001::027c78bef6f972b5e26dfea55d30fbe3 10.1175/jpo-d-17-0239.1 natural sciences biological sciences marine biology & hydrobiology
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dedup_wf_001::43edc179aa9e1fbaf582c5203b18b519 10.1007/s13218-020-00674-7 engineering and technology industrial biotechnology industrial engineering & automation
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dedup_wf_001::e7770e11cd6eb514bb52c07b5a8a80f0 10.1016/j.psyneuen.2016.02.00310.1016/j.psyneuen.2016.02.00310.7892/boris.7888610.7892/boris.78886 medical and health sciences basic medicine NULL
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dedup_wf_001::80bc15d69bdc589149631f3439dde5aa 10.1109/ted.2018.2813542 engineering and technology electrical engineering, electronic engineering, information engineering electrical & electronic engineering
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||||
dedup_wf_001::42c1cfa33e7872944b920cff90f4d99e 10.3989/scimar.04739.25a natural sciences biological sciences NULL
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dedup_wf_001::9bacdbbaa9da3658b7243d5de8e3ce14 10.3390/su12187503 natural sciences earth and related environmental sciences NULL
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dedup_wf_001::59e43d3527dcfecb6097fbd5740c8950 10.1016/j.ccell.2018.08.017 medical and health sciences basic medicine biochemistry & molecular biology
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doiboost____::e024d1b738df3b24bc58fa0228542571 10.1103/physrevresearch.2.023322 natural sciences physical sciences nuclear & particles physics
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dedup_wf_001::66e9a3237fa8178886d26d3c2d5b9e66 10.1039/c8cp03234c natural sciences NULL NULL
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dedup_wf_001::83737ab4205bae751571bb3b166efa18 10.5281/zenodo.369655710.5281/zenodo.369655610.1109/jsac.2016.2545384 engineering and technology electrical engineering, electronic engineering, information engineering networking & telecommunications
|
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dedup_wf_001::e3f892db413a689e572dd256acad55fe 10.1038/ng.366710.1038/ng.3667.10.17615/tct6-4m2610.17863/cam.15649 medical and health sciences health sciences genetics & heredity
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dedup_wf_001::14ba594e8fd081847bc3f50f56335003 10.1016/j.jclepro.2019.119065 engineering and technology other engineering and technologies building & construction
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dedup_wf_001::08ac7b33a41bcea2d055ecd8585d632e 10.1111/pce.13392 agricultural and veterinary sciences agriculture, forestry, and fisheries agronomy & agriculture
|
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