commit
bf3a9505e0
|
@ -1,5 +1,5 @@
|
|||
|
||||
package eu.dnetlib.dhp.actionmanager.bipmodel;
|
||||
package eu.dnetlib.dhp.actionmanager;
|
||||
|
||||
import java.util.Optional;
|
||||
|
||||
|
@ -11,6 +11,9 @@ import org.apache.spark.sql.SparkSession;
|
|||
import com.fasterxml.jackson.databind.ObjectMapper;
|
||||
|
||||
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
|
||||
import eu.dnetlib.dhp.schema.common.ModelConstants;
|
||||
import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
|
||||
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
|
||||
|
||||
public class Constants {
|
||||
|
||||
|
@ -46,4 +49,36 @@ public class Constants {
|
|||
.map((MapFunction<String, R>) value -> OBJECT_MAPPER.readValue(value, clazz), Encoders.bean(clazz));
|
||||
}
|
||||
|
||||
public static StructuredProperty getSubject(String sbj, String classid, String classname) {
|
||||
if (sbj.equals(NULL))
|
||||
return null;
|
||||
StructuredProperty sp = new StructuredProperty();
|
||||
sp.setValue(sbj);
|
||||
sp
|
||||
.setQualifier(
|
||||
OafMapperUtils
|
||||
.qualifier(
|
||||
classid,
|
||||
classname,
|
||||
ModelConstants.DNET_SUBJECT_TYPOLOGIES,
|
||||
ModelConstants.DNET_SUBJECT_TYPOLOGIES));
|
||||
sp
|
||||
.setDataInfo(
|
||||
OafMapperUtils
|
||||
.dataInfo(
|
||||
false,
|
||||
UPDATE_DATA_INFO_TYPE,
|
||||
true,
|
||||
false,
|
||||
OafMapperUtils
|
||||
.qualifier(
|
||||
UPDATE_SUBJECT_FOS_CLASS_ID,
|
||||
UPDATE_CLASS_NAME,
|
||||
ModelConstants.DNET_PROVENANCE_ACTIONS,
|
||||
ModelConstants.DNET_PROVENANCE_ACTIONS),
|
||||
""));
|
||||
|
||||
return sp;
|
||||
|
||||
}
|
||||
}
|
|
@ -1,7 +1,7 @@
|
|||
|
||||
package eu.dnetlib.dhp.actionmanager.bipfinder;
|
||||
|
||||
import static eu.dnetlib.dhp.actionmanager.bipmodel.Constants.*;
|
||||
import static eu.dnetlib.dhp.actionmanager.Constants.*;
|
||||
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
|
||||
|
||||
import java.io.Serializable;
|
||||
|
|
|
@ -21,7 +21,7 @@ public class GetFOSData implements Serializable {
|
|||
|
||||
private static final Logger log = LoggerFactory.getLogger(GetFOSData.class);
|
||||
|
||||
public static final char DEFAULT_DELIMITER = '\t';
|
||||
public static final char DEFAULT_DELIMITER = ',';
|
||||
|
||||
public static void main(final String[] args) throws Exception {
|
||||
final ArgumentApplicationParser parser = new ArgumentApplicationParser(
|
||||
|
|
|
@ -1,8 +1,8 @@
|
|||
|
||||
package eu.dnetlib.dhp.actionmanager.createunresolvedentities;
|
||||
|
||||
import static eu.dnetlib.dhp.actionmanager.bipmodel.Constants.*;
|
||||
import static eu.dnetlib.dhp.actionmanager.bipmodel.Constants.UPDATE_CLASS_NAME;
|
||||
import static eu.dnetlib.dhp.actionmanager.Constants.*;
|
||||
import static eu.dnetlib.dhp.actionmanager.Constants.UPDATE_CLASS_NAME;
|
||||
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
|
||||
|
||||
import java.io.Serializable;
|
||||
|
|
|
@ -1,7 +1,7 @@
|
|||
|
||||
package eu.dnetlib.dhp.actionmanager.createunresolvedentities;
|
||||
|
||||
import static eu.dnetlib.dhp.actionmanager.bipmodel.Constants.*;
|
||||
import static eu.dnetlib.dhp.actionmanager.Constants.*;
|
||||
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
|
||||
|
||||
import java.io.Serializable;
|
||||
|
@ -10,8 +10,8 @@ import java.util.stream.Collectors;
|
|||
|
||||
import org.apache.commons.io.IOUtils;
|
||||
import org.apache.spark.SparkConf;
|
||||
import org.apache.spark.api.java.function.FlatMapFunction;
|
||||
import org.apache.spark.api.java.function.MapFunction;
|
||||
import org.apache.spark.api.java.function.MapGroupsFunction;
|
||||
import org.apache.spark.sql.Dataset;
|
||||
import org.apache.spark.sql.Encoders;
|
||||
import org.apache.spark.sql.SaveMode;
|
||||
|
@ -21,10 +21,8 @@ import org.slf4j.LoggerFactory;
|
|||
|
||||
import eu.dnetlib.dhp.actionmanager.createunresolvedentities.model.FOSDataModel;
|
||||
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
|
||||
import eu.dnetlib.dhp.schema.common.ModelConstants;
|
||||
import eu.dnetlib.dhp.schema.oaf.Result;
|
||||
import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
|
||||
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
|
||||
import eu.dnetlib.dhp.utils.DHPUtils;
|
||||
|
||||
public class PrepareFOSSparkJob implements Serializable {
|
||||
|
@ -67,20 +65,22 @@ public class PrepareFOSSparkJob implements Serializable {
|
|||
private static void distributeFOSdois(SparkSession spark, String sourcePath, String outputPath) {
|
||||
Dataset<FOSDataModel> fosDataset = readPath(spark, sourcePath, FOSDataModel.class);
|
||||
|
||||
fosDataset.flatMap((FlatMapFunction<FOSDataModel, FOSDataModel>) v -> {
|
||||
List<FOSDataModel> fosList = new ArrayList<>();
|
||||
final String level1 = v.getLevel1();
|
||||
final String level2 = v.getLevel2();
|
||||
final String level3 = v.getLevel3();
|
||||
Arrays
|
||||
.stream(v.getDoi().split("\u0002"))
|
||||
.forEach(d -> fosList.add(FOSDataModel.newInstance(d, level1, level2, level3)));
|
||||
return fosList.iterator();
|
||||
}, Encoders.bean(FOSDataModel.class))
|
||||
.map((MapFunction<FOSDataModel, Result>) value -> {
|
||||
fosDataset
|
||||
.groupByKey((MapFunction<FOSDataModel, String>) v -> v.getDoi(), Encoders.STRING())
|
||||
.mapGroups((MapGroupsFunction<String, FOSDataModel, Result>) (k, it) -> {
|
||||
Result r = new Result();
|
||||
r.setId(DHPUtils.generateUnresolvedIdentifier(value.getDoi(), DOI));
|
||||
r.setSubject(getSubjects(value));
|
||||
FOSDataModel first = it.next();
|
||||
r.setId(DHPUtils.generateUnresolvedIdentifier(first.getDoi(), DOI));
|
||||
HashSet<String> level1 = new HashSet<>();
|
||||
HashSet<String> level2 = new HashSet<>();
|
||||
HashSet<String> level3 = new HashSet<>();
|
||||
addLevels(level1, level2, level3, first);
|
||||
it.forEachRemaining(v -> addLevels(level1, level2, level3, v));
|
||||
List<StructuredProperty> sbjs = new ArrayList<>();
|
||||
level1.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
|
||||
level2.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
|
||||
level3.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
|
||||
r.setSubject(sbjs);
|
||||
return r;
|
||||
}, Encoders.bean(Result.class))
|
||||
.write()
|
||||
|
@ -89,45 +89,11 @@ public class PrepareFOSSparkJob implements Serializable {
|
|||
.json(outputPath + "/fos");
|
||||
}
|
||||
|
||||
private static List<StructuredProperty> getSubjects(FOSDataModel fos) {
|
||||
return Arrays
|
||||
.asList(getSubject(fos.getLevel1()), getSubject(fos.getLevel2()), getSubject(fos.getLevel3()))
|
||||
.stream()
|
||||
.filter(Objects::nonNull)
|
||||
.collect(Collectors.toList());
|
||||
}
|
||||
|
||||
private static StructuredProperty getSubject(String sbj) {
|
||||
if (sbj.equals(NULL))
|
||||
return null;
|
||||
StructuredProperty sp = new StructuredProperty();
|
||||
sp.setValue(sbj);
|
||||
sp
|
||||
.setQualifier(
|
||||
OafMapperUtils
|
||||
.qualifier(
|
||||
FOS_CLASS_ID,
|
||||
FOS_CLASS_NAME,
|
||||
ModelConstants.DNET_SUBJECT_TYPOLOGIES,
|
||||
ModelConstants.DNET_SUBJECT_TYPOLOGIES));
|
||||
sp
|
||||
.setDataInfo(
|
||||
OafMapperUtils
|
||||
.dataInfo(
|
||||
false,
|
||||
UPDATE_DATA_INFO_TYPE,
|
||||
true,
|
||||
false,
|
||||
OafMapperUtils
|
||||
.qualifier(
|
||||
UPDATE_SUBJECT_FOS_CLASS_ID,
|
||||
UPDATE_CLASS_NAME,
|
||||
ModelConstants.DNET_PROVENANCE_ACTIONS,
|
||||
ModelConstants.DNET_PROVENANCE_ACTIONS),
|
||||
""));
|
||||
|
||||
return sp;
|
||||
|
||||
private static void addLevels(HashSet<String> level1, HashSet<String> level2, HashSet<String> level3,
|
||||
FOSDataModel first) {
|
||||
level1.add(first.getLevel1());
|
||||
level2.add(first.getLevel2());
|
||||
level3.add(first.getLevel3());
|
||||
}
|
||||
|
||||
}
|
||||
|
|
|
@ -1,7 +1,7 @@
|
|||
|
||||
package eu.dnetlib.dhp.actionmanager.createunresolvedentities;
|
||||
|
||||
import static eu.dnetlib.dhp.actionmanager.bipmodel.Constants.*;
|
||||
import static eu.dnetlib.dhp.actionmanager.Constants.*;
|
||||
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
|
||||
|
||||
import java.io.Serializable;
|
||||
|
|
|
@ -6,19 +6,19 @@ import java.io.Serializable;
|
|||
import com.opencsv.bean.CsvBindByPosition;
|
||||
|
||||
public class FOSDataModel implements Serializable {
|
||||
@CsvBindByPosition(position = 1)
|
||||
@CsvBindByPosition(position = 0)
|
||||
// @CsvBindByName(column = "doi")
|
||||
private String doi;
|
||||
|
||||
@CsvBindByPosition(position = 2)
|
||||
@CsvBindByPosition(position = 1)
|
||||
// @CsvBindByName(column = "level1")
|
||||
private String level1;
|
||||
|
||||
@CsvBindByPosition(position = 3)
|
||||
@CsvBindByPosition(position = 2)
|
||||
// @CsvBindByName(column = "level2")
|
||||
private String level2;
|
||||
|
||||
@CsvBindByPosition(position = 4)
|
||||
@CsvBindByPosition(position = 3)
|
||||
// @CsvBindByName(column = "level3")
|
||||
private String level3;
|
||||
|
||||
|
|
|
@ -155,14 +155,14 @@ public class PrepareTest {
|
|||
void getFOSFileTest() throws IOException, ClassNotFoundException {
|
||||
|
||||
final String sourcePath = getClass()
|
||||
.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/h2020_fos_sbs.csv")
|
||||
.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/fos_sbs.csv")
|
||||
.getPath();
|
||||
final String outputPath = workingDir.toString() + "/fos.json";
|
||||
|
||||
new GetFOSData()
|
||||
.doRewrite(
|
||||
sourcePath, outputPath, "eu.dnetlib.dhp.actionmanager.createunresolvedentities.model.FOSDataModel",
|
||||
'\t', fs);
|
||||
',', fs);
|
||||
|
||||
BufferedReader in = new BufferedReader(
|
||||
new InputStreamReader(fs.open(new org.apache.hadoop.fs.Path(outputPath))));
|
||||
|
@ -176,7 +176,7 @@ public class PrepareTest {
|
|||
count += 1;
|
||||
}
|
||||
|
||||
assertEquals(38, count);
|
||||
assertEquals(39, count);
|
||||
|
||||
}
|
||||
|
||||
|
|
|
@ -67,72 +67,12 @@ public class ProduceTest {
|
|||
}
|
||||
|
||||
@Test
|
||||
void produceTest() throws Exception {
|
||||
void produceTestSubjects() throws Exception {
|
||||
|
||||
final String bipPath = getClass()
|
||||
.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/bip/bip.json")
|
||||
.getPath();
|
||||
|
||||
PrepareBipFinder
|
||||
.main(
|
||||
new String[] {
|
||||
"--isSparkSessionManaged", Boolean.FALSE.toString(),
|
||||
"--sourcePath", bipPath,
|
||||
"--outputPath", workingDir.toString() + "/work"
|
||||
|
||||
});
|
||||
final String fosPath = getClass()
|
||||
.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/fos.json")
|
||||
.getPath();
|
||||
|
||||
PrepareFOSSparkJob
|
||||
.main(
|
||||
new String[] {
|
||||
"--isSparkSessionManaged", Boolean.FALSE.toString(),
|
||||
"--sourcePath", fosPath,
|
||||
"-outputPath", workingDir.toString() + "/work"
|
||||
});
|
||||
|
||||
SparkSaveUnresolved.main(new String[] {
|
||||
"--isSparkSessionManaged", Boolean.FALSE.toString(),
|
||||
"--sourcePath", workingDir.toString() + "/work",
|
||||
|
||||
"-outputPath", workingDir.toString() + "/unresolved"
|
||||
|
||||
});
|
||||
|
||||
final JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext());
|
||||
|
||||
JavaRDD<Result> tmp = sc
|
||||
.textFile(workingDir.toString() + "/unresolved")
|
||||
.map(item -> OBJECT_MAPPER.readValue(item, Result.class));
|
||||
|
||||
Assertions.assertEquals(135, tmp.count());
|
||||
|
||||
Assertions.assertEquals(1, tmp.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi")).count());
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
3, tmp
|
||||
.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi"))
|
||||
.collect()
|
||||
.get(0)
|
||||
.getSubject()
|
||||
.size());
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
3, tmp
|
||||
.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi"))
|
||||
.collect()
|
||||
.get(0)
|
||||
.getInstance()
|
||||
.get(0)
|
||||
.getMeasures()
|
||||
.size());
|
||||
JavaRDD<Result> tmp = getResultJavaRDD();
|
||||
|
||||
List<StructuredProperty> sbjs = tmp
|
||||
.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi"))
|
||||
.filter(row -> row.getSubject() != null && row.getSubject().size() > 0)
|
||||
.flatMap(row -> row.getSubject().iterator())
|
||||
.collect();
|
||||
|
||||
|
@ -174,13 +114,100 @@ public class ProduceTest {
|
|||
.assertEquals(
|
||||
ModelConstants.DNET_PROVENANCE_ACTIONS,
|
||||
sbj.getDataInfo().getProvenanceaction().getSchemename()));
|
||||
}
|
||||
|
||||
sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("engineering and technology"));
|
||||
sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("nano-technology"));
|
||||
sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("nanoscience & nanotechnology"));
|
||||
@Test
|
||||
void produceTestMeasuress() throws Exception {
|
||||
|
||||
JavaRDD<Result> tmp = getResultJavaRDD();
|
||||
|
||||
List<KeyValue> mes = tmp
|
||||
.filter(row -> row.getInstance() != null && row.getInstance().size() > 0)
|
||||
.flatMap(row -> row.getInstance().iterator())
|
||||
.flatMap(i -> i.getMeasures().iterator())
|
||||
.flatMap(m -> m.getUnit().iterator())
|
||||
.collect();
|
||||
|
||||
mes.forEach(sbj -> Assertions.assertEquals(false, sbj.getDataInfo().getDeletedbyinference()));
|
||||
mes.forEach(sbj -> Assertions.assertEquals(true, sbj.getDataInfo().getInferred()));
|
||||
mes.forEach(sbj -> Assertions.assertEquals(false, sbj.getDataInfo().getInvisible()));
|
||||
mes.forEach(sbj -> Assertions.assertEquals("", sbj.getDataInfo().getTrust()));
|
||||
mes.forEach(sbj -> Assertions.assertEquals("update", sbj.getDataInfo().getInferenceprovenance()));
|
||||
mes
|
||||
.forEach(
|
||||
sbj -> Assertions.assertEquals("measure:bip", sbj.getDataInfo().getProvenanceaction().getClassid()));
|
||||
mes
|
||||
.forEach(
|
||||
sbj -> Assertions
|
||||
.assertEquals("Inferred by OpenAIRE", sbj.getDataInfo().getProvenanceaction().getClassname()));
|
||||
mes
|
||||
.forEach(
|
||||
sbj -> Assertions
|
||||
.assertEquals(
|
||||
ModelConstants.DNET_PROVENANCE_ACTIONS, sbj.getDataInfo().getProvenanceaction().getSchemeid()));
|
||||
mes
|
||||
.forEach(
|
||||
sbj -> Assertions
|
||||
.assertEquals(
|
||||
ModelConstants.DNET_PROVENANCE_ACTIONS,
|
||||
sbj.getDataInfo().getProvenanceaction().getSchemename()));
|
||||
}
|
||||
|
||||
@Test
|
||||
void produceTest6Subjects() throws Exception {
|
||||
final String doi = "unresolved::10.3390/s18072310::doi";
|
||||
|
||||
JavaRDD<Result> tmp = getResultJavaRDD();
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
6, tmp
|
||||
.filter(row -> row.getId().equals(doi))
|
||||
.collect()
|
||||
.get(0)
|
||||
.getSubject()
|
||||
.size());
|
||||
|
||||
List<StructuredProperty> sbjs = tmp
|
||||
.filter(row -> row.getId().equals(doi))
|
||||
.flatMap(row -> row.getSubject().iterator())
|
||||
.collect();
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("04 agricultural and veterinary sciences")));
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("0404 agricultural biotechnology")));
|
||||
Assertions.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("040502 food science")));
|
||||
|
||||
Assertions
|
||||
.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("03 medical and health sciences")));
|
||||
Assertions.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("0303 health sciences")));
|
||||
Assertions
|
||||
.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("030309 nutrition & dietetics")));
|
||||
|
||||
}
|
||||
|
||||
@Test
|
||||
void produceTest3Measures() throws Exception {
|
||||
final String doi = "unresolved::10.3390/s18072310::doi";
|
||||
JavaRDD<Result> tmp = getResultJavaRDD();
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
3, tmp
|
||||
.filter(row -> row.getId().equals(doi))
|
||||
.collect()
|
||||
.get(0)
|
||||
.getInstance()
|
||||
.get(0)
|
||||
.getMeasures()
|
||||
.size());
|
||||
|
||||
List<Measure> measures = tmp
|
||||
.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi"))
|
||||
.filter(row -> row.getId().equals(doi))
|
||||
.flatMap(row -> row.getInstance().iterator())
|
||||
.flatMap(inst -> inst.getMeasures().iterator())
|
||||
.collect();
|
||||
|
@ -217,10 +244,22 @@ public class ProduceTest {
|
|||
.get(0)
|
||||
.getValue());
|
||||
|
||||
}
|
||||
|
||||
@Test
|
||||
void produceTestSomeNumbers() throws Exception {
|
||||
|
||||
final String doi = "unresolved::10.3390/s18072310::doi";
|
||||
JavaRDD<Result> tmp = getResultJavaRDD();
|
||||
|
||||
Assertions.assertEquals(105, tmp.count());
|
||||
|
||||
Assertions.assertEquals(1, tmp.filter(row -> row.getId().equals(doi)).count());
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
49, tmp
|
||||
.filter(row -> !row.getId().equals("unresolved::10.3390/s18072310::doi"))
|
||||
19, tmp
|
||||
.filter(row -> !row.getId().equals(doi))
|
||||
.filter(row -> row.getSubject() != null)
|
||||
.count());
|
||||
|
||||
|
@ -228,10 +267,85 @@ public class ProduceTest {
|
|||
.assertEquals(
|
||||
85,
|
||||
tmp
|
||||
.filter(row -> !row.getId().equals("unresolved::10.3390/s18072310::doi"))
|
||||
.filter(r -> r.getInstance() != null)
|
||||
.filter(row -> !row.getId().equals(doi))
|
||||
.filter(r -> r.getInstance() != null && r.getInstance().size() > 0)
|
||||
.count());
|
||||
|
||||
}
|
||||
|
||||
private JavaRDD<Result> getResultJavaRDD() throws Exception {
|
||||
final String bipPath = getClass()
|
||||
.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/bip/bip.json")
|
||||
.getPath();
|
||||
|
||||
PrepareBipFinder
|
||||
.main(
|
||||
new String[] {
|
||||
"--isSparkSessionManaged", Boolean.FALSE.toString(),
|
||||
"--sourcePath", bipPath,
|
||||
"--outputPath", workingDir.toString() + "/work"
|
||||
|
||||
});
|
||||
final String fosPath = getClass()
|
||||
.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/fos.json")
|
||||
.getPath();
|
||||
|
||||
PrepareFOSSparkJob
|
||||
.main(
|
||||
new String[] {
|
||||
"--isSparkSessionManaged", Boolean.FALSE.toString(),
|
||||
"--sourcePath", fosPath,
|
||||
"-outputPath", workingDir.toString() + "/work"
|
||||
});
|
||||
|
||||
SparkSaveUnresolved.main(new String[] {
|
||||
"--isSparkSessionManaged", Boolean.FALSE.toString(),
|
||||
"--sourcePath", workingDir.toString() + "/work",
|
||||
|
||||
"-outputPath", workingDir.toString() + "/unresolved"
|
||||
|
||||
});
|
||||
|
||||
final JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext());
|
||||
|
||||
return sc
|
||||
.textFile(workingDir.toString() + "/unresolved")
|
||||
.map(item -> OBJECT_MAPPER.readValue(item, Result.class));
|
||||
}
|
||||
|
||||
@Test
|
||||
void prepareTest5Subjects() throws Exception {
|
||||
final String doi = "unresolved::10.1063/5.0032658::doi";
|
||||
|
||||
JavaRDD<Result> tmp = getResultJavaRDD();
|
||||
|
||||
Assertions.assertEquals(1, tmp.filter(row -> row.getId().equals(doi)).count());
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
5, tmp
|
||||
.filter(row -> row.getId().equals(doi))
|
||||
.collect()
|
||||
.get(0)
|
||||
.getSubject()
|
||||
.size());
|
||||
|
||||
List<StructuredProperty> sbjs = tmp
|
||||
.filter(row -> row.getId().equals(doi))
|
||||
.flatMap(row -> row.getSubject().iterator())
|
||||
.collect();
|
||||
|
||||
Assertions
|
||||
.assertEquals(
|
||||
true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("01 natural sciences")));
|
||||
Assertions.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("0103 physical sciences")));
|
||||
|
||||
Assertions
|
||||
.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("010304 chemical physics")));
|
||||
Assertions.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("0104 chemical sciences")));
|
||||
Assertions
|
||||
.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("010402 general chemistry")));
|
||||
|
||||
}
|
||||
|
||||
}
|
||||
|
|
|
@ -1,38 +1,39 @@
|
|||
{"doi":"10.3390/s18072310","level1":"engineering and technology","level2":"nano-technology","level3":"nanoscience & nanotechnology"}
|
||||
{"doi":"10.1111/1365-2656.12831\u000210.17863/cam.24369","level1":"social sciences","level2":"psychology and cognitive sciences","level3":"NULL"}
|
||||
{"doi":"10.3929/ethz-b-000187584\u000210.1002/chem.201701644","level1":"natural sciences","level2":"NULL","level3":"NULL"}
|
||||
{"doi":"10.1080/01913123.2017.1367361","level1":"medical and health sciences","level2":"clinical medicine","level3":"oncology & carcinogenesis"}
|
||||
{"doi":"10.1051/e3sconf/20199207011","level1":"natural sciences","level2":"earth and related environmental sciences","level3":"environmental sciences"}
|
||||
{"doi":"10.1038/onc.2015.333","level1":"medical and health sciences","level2":"clinical medicine","level3":"oncology & carcinogenesis"}
|
||||
{"doi":"10.1093/mnras/staa256","level1":"natural sciences","level2":"physical sciences","level3":"NULL"}
|
||||
{"doi":"10.1016/j.jclepro.2018.07.166","level1":"engineering and technology","level2":"other engineering and technologies","level3":"building & construction"}
|
||||
{"doi":"10.1103/physrevlett.125.037403","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"}
|
||||
{"doi":"10.1080/03602532.2017.1316285","level1":"natural sciences","level2":"NULL","level3":"NULL"}
|
||||
{"doi":"10.1001/jamanetworkopen.2019.1868","level1":"medical and health sciences","level2":"other medical science","level3":"health policy & services"}
|
||||
{"doi":"10.1128/mra.00874-18","level1":"natural sciences","level2":"biological sciences","level3":"plant biology & botany"}
|
||||
{"doi":"10.1016/j.nancom.2018.03.001","level1":"engineering and technology","level2":"NULL","level3":"NULL"}
|
||||
{"doi":"10.1112/topo.12174","level1":"natural sciences","level2":"NULL","level3":"NULL"}
|
||||
{"doi":"10.12688/wellcomeopenres.15846.1","level1":"medical and health sciences","level2":"health sciences","level3":"NULL"}
|
||||
{"doi":"10.21468/scipostphys.3.1.001","level1":"natural sciences","level2":"physical sciences","level3":"NULL"}
|
||||
{"doi":"10.1088/1741-4326/ab6c77","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"}
|
||||
{"doi":"10.1109/tpwrs.2019.2944747","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"electrical & electronic engineering"}
|
||||
{"doi":"10.1016/j.expthermflusci.2019.109994\u000210.17863/cam.46212","level1":"engineering and technology","level2":"mechanical engineering","level3":"mechanical engineering & transports"}
|
||||
{"doi":"10.1109/tc.2018.2860012","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"computer hardware & architecture"}
|
||||
{"doi":"10.1002/mma.6622","level1":"natural sciences","level2":"mathematics","level3":"numerical & computational mathematics"}
|
||||
{"doi":"10.1051/radiopro/2020020","level1":"natural sciences","level2":"chemical sciences","level3":"NULL"}
|
||||
{"doi":"10.1007/s12268-019-1003-4","level1":"medical and health sciences","level2":"basic medicine","level3":"NULL"}
|
||||
{"doi":"10.3390/cancers12010236","level1":"medical and health sciences","level2":"health sciences","level3":"biochemistry & molecular biology"}
|
||||
{"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"}
|
||||
{"doi":"10.1175/jpo-d-17-0239.1","level1":"natural sciences","level2":"biological sciences","level3":"marine biology & hydrobiology"}
|
||||
{"doi":"10.1007/s13218-020-00674-7","level1":"engineering and technology","level2":"industrial biotechnology","level3":"industrial engineering & automation"}
|
||||
{"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"}
|
||||
{"doi":"10.1109/ted.2018.2813542","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"electrical & electronic engineering"}
|
||||
{"doi":"10.3989/scimar.04739.25a","level1":"natural sciences","level2":"biological sciences","level3":"NULL"}
|
||||
{"doi":"10.3390/su12187503","level1":"natural sciences","level2":"earth and related environmental sciences","level3":"NULL"}
|
||||
{"doi":"10.1016/j.ccell.2018.08.017","level1":"medical and health sciences","level2":"basic medicine","level3":"biochemistry & molecular biology"}
|
||||
{"doi":"10.1103/physrevresearch.2.023322","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"}
|
||||
{"doi":"10.1039/c8cp03234c","level1":"natural sciences","level2":"NULL","level3":"NULL"}
|
||||
{"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"}
|
||||
{"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"}
|
||||
{"doi":"10.1016/j.jclepro.2019.119065","level1":"engineering and technology","level2":"other engineering and technologies","level3":"building & construction"}
|
||||
{"doi":"10.1111/pce.13392","level1":"agricultural and veterinary sciences","level2":"agriculture, forestry, and fisheries","level3":"agronomy & agriculture"}
|
||||
{"doi":"10.1080/1536383x.2020.1868997","level1":"02 engineering and technology","level2":"0210 nano-technology","level3":"021001 nanoscience & nanotechnology"}
|
||||
{"doi":"10.1080/1536383x.2020.1868997","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
|
||||
{"doi":"10.1186/s40425-019-0732-8","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
|
||||
{"doi":"10.1186/s40425-019-0732-8","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
|
||||
{"doi":"10.1007/s10482-021-01529-3","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
|
||||
{"doi":"10.1007/s10482-021-01529-3","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030306 microbiology"}
|
||||
{"doi":"10.1155/2021/6643273","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010301 acoustics"}
|
||||
{"doi":"10.1155/2021/6643273","level1":"02 engineering and technology","level2":"0209 industrial biotechnology","level3":"020901 industrial engineering & automation"}
|
||||
{"doi":"10.12737/article_5d6613dbf2ad51.82646096","level1":"02 engineering and technology","level2":"0210 nano-technology","level3":"021001 nanoscience & nanotechnology"}
|
||||
{"doi":"10.12737/article_5d6613dbf2ad51.82646096","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010302 applied physics"}
|
||||
{"doi":"10.1216/jie.2020.32.457","level1":"01 natural sciences","level2":"0101 mathematics","level3":"010101 applied mathematics"}
|
||||
{"doi":"10.1216/jie.2020.32.457","level1":"01 natural sciences","level2":"0101 mathematics","level3":"010102 general mathematics"}
|
||||
{"doi":"10.3934/naco.2021021","level1":"02 engineering and technology","level2":"0211 other engineering and technologies","level3":"021103 operations research"}
|
||||
{"doi":"10.3934/naco.2021021","level1":"02 engineering and technology","level2":"0209 industrial biotechnology","level3":"020901 industrial engineering & automation"}
|
||||
{"doi":"10.1080/1034912x.2021.1910933","level1":"05 social sciences","level2":"050301 education","level3":"050301 education"}
|
||||
{"doi":"10.1080/1034912x.2021.1910933","level1":"05 social sciences","level2":"0501 psychology and cognitive sciences","level3":"050104 developmental & child psychology"}
|
||||
{"doi":"10.1016/j.rtbm.2020.100596","level1":"05 social sciences","level2":"0502 economics and business","level3":"050211 marketing"}
|
||||
{"doi":"10.1016/j.rtbm.2020.100596","level1":"05 social sciences","level2":"0502 economics and business","level3":"050212 sport, leisure & tourism"}
|
||||
{"doi":"10.14807/ijmp.v11i8.1220","level1":"05 social sciences","level2":"0502 economics and business","level3":"050211 marketing"}
|
||||
{"doi":"10.14807/ijmp.v11i8.1220","level1":"05 social sciences","level2":"0502 economics and business","level3":"050203 business & management"}
|
||||
{"doi":"10.1007/s13205-020-02415-x","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030304 developmental biology"}
|
||||
{"doi":"10.1007/s13205-020-02415-x","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030302 biochemistry & molecular biology"}
|
||||
{"doi":"10.3390/s18072310","level1":"04 agricultural and veterinary sciences","level2":"0404 agricultural biotechnology","level3":"040502 food science"}
|
||||
{"doi":"10.3390/s18072310","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030309 nutrition & dietetics"}
|
||||
{"doi":"10.1063/5.0032658","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010304 chemical physics"}
|
||||
{"doi":"10.1063/5.0032658","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
|
||||
{"doi":"10.1145/3411174.3411195","level1":"02 engineering and technology","level2":"0202 electrical engineering, electronic engineering, information engineering","level3":"020201 artificial intelligence & image processing"}
|
||||
{"doi":"10.1145/3411174.3411195","level1":"02 engineering and technology","level2":"0202 electrical engineering, electronic engineering, information engineering","level3":"020206 networking & telecommunications"}
|
||||
{"doi":"10.1021/acs.joc.0c02755","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010405 organic chemistry"}
|
||||
{"doi":"10.1021/acs.joc.0c02755","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
|
||||
{"doi":"10.1002/jcp.28608","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
|
||||
{"doi":"10.1002/jcp.28608","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
|
||||
{"doi":"10.1097/cmr.0000000000000579","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
|
||||
{"doi":"10.1097/cmr.0000000000000579","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
|
||||
{"doi":"10.1007/s11164-020-04383-6","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010405 organic chemistry"}
|
||||
{"doi":"10.1007/s11164-020-04383-6","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
|
||||
{"doi":"10.1016/j.actpsy.2020.103155","level1":"05 social sciences","level2":"0501 psychology and cognitive sciences","level3":"050105 experimental psychology"}
|
||||
{"doi":"10.1016/j.actpsy.2020.103155","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030217 neurology & neurosurgery"}
|
||||
{"doi":"10.1109/memea49120.2020.9137187","level1":"02 engineering and technology","level2":"0202 electrical engineering, electronic engineering, information engineering","level3":"020208 electrical & electronic engineering"}
|
|
@ -0,0 +1,39 @@
|
|||
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
|
||||
10.1186/s40425-019-0732-8,03 medical and health sciences,0302 clinical medicine,030220 oncology & carcinogenesis
|
||||
10.1186/s40425-019-0732-8,03 medical and health sciences,0301 basic medicine,030304 developmental biology
|
||||
10.1007/s10482-021-01529-3,03 medical and health sciences,0301 basic medicine,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
|
||||
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
|
||||
10.12737/article_5d6613dbf2ad51.82646096,01 natural sciences,0103 physical sciences,010302 applied physics
|
||||
10.1216/jie.2020.32.457,01 natural sciences,0101 mathematics,010101 applied mathematics
|
||||
10.1216/jie.2020.32.457,01 natural sciences,0101 mathematics,010102 general mathematics
|
||||
10.3934/naco.2021021,02 engineering and technology,0211 other engineering and technologies,021103 operations research
|
||||
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"
|
||||
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
|
||||
dedup_wf_001::b76062d56e28224eac56111a4e1e5ecf 10.1111/1365-2656.1283110.17863/cam.24369 social sciences psychology and cognitive sciences NULL
|
||||
dedup_wf_001::bb752acb8f403a25fa7851a302f7b7ac 10.3929/ethz-b-00018758410.1002/chem.201701644 natural sciences NULL NULL
|
||||
dedup_wf_001::2f1435a9201ecf5cbbcb12c9b2d971cd 10.1080/01913123.2017.1367361 medical and health sciences clinical medicine oncology & carcinogenesis
|
||||
dedup_wf_001::fc9e47ec16c67b101724320d4b030514 10.1051/e3sconf/20199207011 natural sciences earth and related environmental sciences environmental sciences
|
||||
dedup_wf_001::caa1e5b4de387cb31751552f4f0f5d72 10.1038/onc.2015.333 medical and health sciences clinical medicine oncology & carcinogenesis
|
||||
dedup_wf_001::c2a98df5637d69bf0524eaf40fe6bf11 10.1093/mnras/staa256 natural sciences physical sciences NULL
|
||||
dedup_wf_001::c221262bdc77cbfd59859a402f0e3991 10.1016/j.jclepro.2018.07.166 engineering and technology other engineering and technologies building & construction
|
||||
doiboost____::d56d9dc21f317b3e009d5b6c8ea87212 10.1103/physrevlett.125.037403 natural sciences physical sciences nuclear & particles physics
|
||||
dedup_wf_001::8a7269c8ee6470b2fb4fd384bc389e08 10.1080/03602532.2017.1316285 natural sciences NULL NULL
|
||||
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
|
||||
dedup_wf_001::676f46a31519e83a89efcb1c626286fb 10.1112/topo.12174 natural sciences NULL NULL
|
||||
dedup_wf_001::6f2761642f1e39313388e2c4060657dd 10.12688/wellcomeopenres.15846.1 medical and health sciences health sciences NULL
|
||||
dedup_wf_001::e414c1dec599521a9635a60de0f6755b 10.21468/scipostphys.3.1.001 natural sciences physical sciences NULL
|
||||
dedup_wf_001::f3395fe0f330164ea424dc61c86c9a3d 10.1088/1741-4326/ab6c77 natural sciences physical sciences nuclear & particles physics
|
||||
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
|
||||
doiboost____::5b79bd7bd9f87361b4a4abc3cbb2df75 10.1002/mma.6622 natural sciences mathematics numerical & computational mathematics
|
||||
dedup_wf_001::6a3f61f217a2519fbaddea1094e3bfc2 10.1051/radiopro/2020020 natural sciences chemical sciences NULL
|
||||
dedup_wf_001::a3f0430309a639f4234a0e57b10f2dee 10.1007/s12268-019-1003-4 medical and health sciences basic medicine NULL
|
||||
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
|
||||
dedup_wf_001::027c78bef6f972b5e26dfea55d30fbe3 10.1175/jpo-d-17-0239.1 natural sciences biological sciences marine biology & hydrobiology
|
||||
dedup_wf_001::43edc179aa9e1fbaf582c5203b18b519 10.1007/s13218-020-00674-7 engineering and technology industrial biotechnology industrial engineering & automation
|
||||
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
|
||||
dedup_wf_001::80bc15d69bdc589149631f3439dde5aa 10.1109/ted.2018.2813542 engineering and technology electrical engineering, electronic engineering, information engineering electrical & electronic engineering
|
||||
dedup_wf_001::42c1cfa33e7872944b920cff90f4d99e 10.3989/scimar.04739.25a natural sciences biological sciences NULL
|
||||
dedup_wf_001::9bacdbbaa9da3658b7243d5de8e3ce14 10.3390/su12187503 natural sciences earth and related environmental sciences NULL
|
||||
dedup_wf_001::59e43d3527dcfecb6097fbd5740c8950 10.1016/j.ccell.2018.08.017 medical and health sciences basic medicine biochemistry & molecular biology
|
||||
doiboost____::e024d1b738df3b24bc58fa0228542571 10.1103/physrevresearch.2.023322 natural sciences physical sciences nuclear & particles physics
|
||||
dedup_wf_001::66e9a3237fa8178886d26d3c2d5b9e66 10.1039/c8cp03234c natural sciences NULL NULL
|
||||
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
|
||||
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
|
||||
dedup_wf_001::14ba594e8fd081847bc3f50f56335003 10.1016/j.jclepro.2019.119065 engineering and technology other engineering and technologies building & construction
|
||||
dedup_wf_001::08ac7b33a41bcea2d055ecd8585d632e 10.1111/pce.13392 agricultural and veterinary sciences agriculture, forestry, and fisheries agronomy & agriculture
|
|
Loading…
Reference in New Issue