forked from D-Net/dnet-hadoop
Merge pull request 'New Model from affRo' (#487) from affRoModelModificationOnmain into main
Reviewed-on: D-Net/dnet-hadoop#487
This commit is contained in:
commit
3854fcc5e0
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@ -45,6 +45,8 @@ public class PrepareAffiliationRelations implements Serializable {
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public static final String BIP_INFERENCE_PROVENANCE = "openaire:affiliation";
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public static final String OPENAIRE_DATASOURCE_ID = "10|infrastruct_::f66f1bd369679b5b077dcdf006089556";
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public static final String OPENAIRE_DATASOURCE_NAME = "OpenAIRE";
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public static final String DOI_URL_PREFIX = "https://doi.org/";
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public static final int DOI_URL_PREFIX_LENGTH = 16;
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public static <I extends Result> void main(String[] args) throws Exception {
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@ -97,35 +99,26 @@ public class PrepareAffiliationRelations implements Serializable {
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private static void createActionSet(SparkSession spark, String crossrefInputPath, String pubmedInputPath,
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String openapcInputPath, String dataciteInputPath, String webcrawlInputPath, String publisherlInputPath,
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String outputPath) {
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List<KeyValue> collectedFromCrossref = OafMapperUtils
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.listKeyValues(ModelConstants.CROSSREF_ID, "Crossref");
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JavaPairRDD<Text, Text> crossrefRelations = prepareAffiliationRelations(
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spark, crossrefInputPath, collectedFromCrossref);
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List<KeyValue> collectedfromOpenAIRE = OafMapperUtils
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.listKeyValues(OPENAIRE_DATASOURCE_ID, OPENAIRE_DATASOURCE_NAME);
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JavaPairRDD<Text, Text> crossrefRelations = prepareAffiliationRelationsNewModel(
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spark, crossrefInputPath, collectedfromOpenAIRE);
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List<KeyValue> collectedFromPubmed = OafMapperUtils
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.listKeyValues(ModelConstants.PUBMED_CENTRAL_ID, "Pubmed");
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JavaPairRDD<Text, Text> pubmedRelations = prepareAffiliationRelations(
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spark, pubmedInputPath, collectedFromPubmed);
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spark, pubmedInputPath, collectedfromOpenAIRE);
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List<KeyValue> collectedFromOpenAPC = OafMapperUtils
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.listKeyValues(ModelConstants.OPEN_APC_ID, "OpenAPC");
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JavaPairRDD<Text, Text> openAPCRelations = prepareAffiliationRelations(
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spark, openapcInputPath, collectedFromOpenAPC);
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JavaPairRDD<Text, Text> openAPCRelations = prepareAffiliationRelationsNewModel(
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spark, openapcInputPath, collectedfromOpenAIRE);
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List<KeyValue> collectedFromDatacite = OafMapperUtils
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.listKeyValues(ModelConstants.DATACITE_ID, "Datacite");
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JavaPairRDD<Text, Text> dataciteRelations = prepareAffiliationRelations(
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spark, dataciteInputPath, collectedFromDatacite);
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spark, dataciteInputPath, collectedfromOpenAIRE);
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List<KeyValue> collectedFromWebCrawl = OafMapperUtils
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.listKeyValues(OPENAIRE_DATASOURCE_ID, OPENAIRE_DATASOURCE_NAME);
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JavaPairRDD<Text, Text> webCrawlRelations = prepareAffiliationRelations(
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spark, webcrawlInputPath, collectedFromWebCrawl);
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spark, webcrawlInputPath, collectedfromOpenAIRE);
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List<KeyValue> collectedfromPublisher = OafMapperUtils
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.listKeyValues(OPENAIRE_DATASOURCE_ID, OPENAIRE_DATASOURCE_NAME);
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JavaPairRDD<Text, Text> publisherRelations = prepareAffiliationRelationFromPublisher(
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spark, publisherlInputPath, collectedfromPublisher);
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spark, publisherlInputPath, collectedfromOpenAIRE);
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crossrefRelations
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.union(pubmedRelations)
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@ -137,6 +130,20 @@ public class PrepareAffiliationRelations implements Serializable {
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outputPath, Text.class, Text.class, SequenceFileOutputFormat.class, BZip2Codec.class);
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}
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private static JavaPairRDD<Text, Text> prepareAffiliationRelationFromPublisherNewModel(SparkSession spark, String inputPath,
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List<KeyValue> collectedfrom) {
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Dataset<Row> df = spark
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.read()
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.schema(
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"`DOI` STRING, `Organizations` ARRAY<STRUCT<`PID`:STRING, `Value`:STRING,`Confidence`:DOUBLE, `Status`:STRING>>")
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.json(inputPath)
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.where("DOI is not null");
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return getTextTextJavaPairRDD(collectedfrom, df.selectExpr("DOI", "Organizations as Matchings"));
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}
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private static JavaPairRDD<Text, Text> prepareAffiliationRelationFromPublisher(SparkSession spark, String inputPath,
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List<KeyValue> collectedfrom) {
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@ -146,6 +153,7 @@ public class PrepareAffiliationRelations implements Serializable {
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.json(inputPath)
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.where("DOI is not null");
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return getTextTextJavaPairRDD(collectedfrom, df.selectExpr("DOI", "Organizations as Matchings"));
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}
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@ -164,6 +172,20 @@ public class PrepareAffiliationRelations implements Serializable {
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return getTextTextJavaPairRDD(collectedfrom, df);
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}
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private static <I extends Result> JavaPairRDD<Text, Text> prepareAffiliationRelationsNewModel(SparkSession spark,
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String inputPath,
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List<KeyValue> collectedfrom) {
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// load and parse affiliation relations from HDFS
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Dataset<Row> df = spark
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.read()
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.schema(
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"`DOI` STRING, `Matchings` ARRAY<STRUCT<`PID`:STRING, `Value`:STRING,`Confidence`:DOUBLE, `Status`:STRING>>")
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.json(inputPath)
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.where("DOI is not null");
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return getTextTextJavaPairRDDNew(collectedfrom, df);
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}
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private static JavaPairRDD<Text, Text> getTextTextJavaPairRDD(List<KeyValue> collectedfrom, Dataset<Row> df) {
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// unroll nested arrays
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df = df
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@ -180,7 +202,7 @@ public class PrepareAffiliationRelations implements Serializable {
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// DOI to OpenAIRE id
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final String paperId = ID_PREFIX
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+ IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", row.getAs("doi")));
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+ IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", removePrefix(row.getAs("doi"))));
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// ROR id to OpenAIRE id
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final String affId = GenerateRorActionSetJob.calculateOpenaireId(row.getAs("rorid"));
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@ -212,6 +234,69 @@ public class PrepareAffiliationRelations implements Serializable {
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new Text(OBJECT_MAPPER.writeValueAsString(aa))));
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}
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private static JavaPairRDD<Text, Text> getTextTextJavaPairRDDNew(List<KeyValue> collectedfrom, Dataset<Row> df) {
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// unroll nested arrays
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df = df
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.withColumn("matching", functions.explode(new Column("Matchings")))
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.select(
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new Column("DOI").as("doi"),
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new Column("matching.PID").as("pidtype"),
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new Column("matching.Value").as("pidvalue"),
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new Column("matching.Confidence").as("confidence"),
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new Column("matching.Status").as("status"))
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.where("status = 'active'");
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// prepare action sets for affiliation relations
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return df
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.toJavaRDD()
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.flatMap((FlatMapFunction<Row, Relation>) row -> {
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// DOI to OpenAIRE id
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final String paperId = ID_PREFIX
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+ IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", removePrefix(row.getAs("doi"))));
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// Organization to OpenAIRE identifier
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String affId = null;
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if (row.getAs("pidtype").equals("ROR"))
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// ROR id to OpenIARE id
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affId = GenerateRorActionSetJob.calculateOpenaireId(row.getAs("pidvalue"));
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else
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// getting the OpenOrgs identifier for the organization
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affId = row.getAs("pidvalue");
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Qualifier qualifier = OafMapperUtils
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.qualifier(
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BIP_AFFILIATIONS_CLASSID,
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BIP_AFFILIATIONS_CLASSNAME,
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ModelConstants.DNET_PROVENANCE_ACTIONS,
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ModelConstants.DNET_PROVENANCE_ACTIONS);
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// format data info; setting `confidence` into relation's `trust`
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DataInfo dataInfo = OafMapperUtils
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.dataInfo(
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false,
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BIP_INFERENCE_PROVENANCE,
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true,
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false,
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qualifier,
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Double.toString(row.getAs("confidence")));
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// return bi-directional relations
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return getAffiliationRelationPair(paperId, affId, collectedfrom, dataInfo).iterator();
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})
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.map(p -> new AtomicAction(Relation.class, p))
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.mapToPair(
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aa -> new Tuple2<>(new Text(aa.getClazz().getCanonicalName()),
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new Text(OBJECT_MAPPER.writeValueAsString(aa))));
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}
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private static String removePrefix(String doi) {
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if(doi.startsWith(DOI_URL_PREFIX))
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return doi.substring(DOI_URL_PREFIX_LENGTH);
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return doi;
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}
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private static List<Relation> getAffiliationRelationPair(String paperId, String affId, List<KeyValue> collectedfrom,
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DataInfo dataInfo) {
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return Arrays
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@ -74,26 +74,34 @@ public class PrepareAffiliationRelationsTest {
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@Test
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void testMatch() throws Exception {
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String crossrefAffiliationRelationPath = getClass()
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String crossrefAffiliationRelationPathNew = getClass()
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.getResource("/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror.json")
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.getPath();
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String crossrefAffiliationRelationPath = getClass()
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.getResource("/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror_old.json")
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.getPath();
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String publisherAffiliationRelationPath = getClass()
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.getResource("/eu/dnetlib/dhp/actionmanager/bipaffiliations/publishers")
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.getPath();
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String publisherAffiliationRelationOldPath = getClass()
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.getResource("/eu/dnetlib/dhp/actionmanager/bipaffiliations/publichers_old")
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.getPath();
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String outputPath = workingDir.toString() + "/actionSet";
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PrepareAffiliationRelations
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.main(
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new String[] {
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"-isSparkSessionManaged", Boolean.FALSE.toString(),
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"-crossrefInputPath", crossrefAffiliationRelationPath,
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"-crossrefInputPath", crossrefAffiliationRelationPathNew,
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"-pubmedInputPath", crossrefAffiliationRelationPath,
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"-openapcInputPath", crossrefAffiliationRelationPath,
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"-openapcInputPath", crossrefAffiliationRelationPathNew,
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"-dataciteInputPath", crossrefAffiliationRelationPath,
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"-webCrawlInputPath", crossrefAffiliationRelationPath,
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"-publisherInputPath", publisherAffiliationRelationPath,
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"-publisherInputPath", publisherAffiliationRelationOldPath,
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"-outputPath", outputPath
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});
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@ -104,13 +112,9 @@ public class PrepareAffiliationRelationsTest {
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.map(value -> OBJECT_MAPPER.readValue(value._2().toString(), AtomicAction.class))
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.map(aa -> ((Relation) aa.getPayload()));
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// for (Relation r : tmp.collect()) {
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// System.out.println(
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// r.getSource() + "\t" + r.getTarget() + "\t" + r.getRelType() + "\t" + r.getRelClass() + "\t" + r.getSubRelType() + "\t" + r.getValidationDate() + "\t" + r.getDataInfo().getTrust() + "\t" + r.getDataInfo().getInferred()
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// );
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// }
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// count the number of relations
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assertEquals(138, tmp.count());
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assertEquals(150, tmp.count());// 18 + 24 *3 + 30 * 2 =
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Dataset<Relation> dataset = spark.createDataset(tmp.rdd(), Encoders.bean(Relation.class));
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dataset.createOrReplaceTempView("result");
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@ -121,7 +125,7 @@ public class PrepareAffiliationRelationsTest {
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// verify that we have equal number of bi-directional relations
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Assertions
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.assertEquals(
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69, execVerification
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75, execVerification
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.filter(
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"relClass='" + ModelConstants.HAS_AUTHOR_INSTITUTION + "'")
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.collectAsList()
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@ -129,21 +133,21 @@ public class PrepareAffiliationRelationsTest {
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Assertions
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.assertEquals(
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69, execVerification
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75, execVerification
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.filter(
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"relClass='" + ModelConstants.IS_AUTHOR_INSTITUTION_OF + "'")
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.collectAsList()
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.size());
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// check confidence value of a specific relation
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String sourceDOI = "10.1061/(asce)0733-9399(2002)128:7(759)";
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String sourceDOI = "10.1089/10872910260066679";
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final String sourceOpenaireId = ID_PREFIX
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+ IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", sourceDOI));
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Assertions
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.assertEquals(
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"0.7071067812", execVerification
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"1.0", execVerification
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.filter(
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"source='" + sourceOpenaireId + "'")
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.collectAsList()
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@ -151,11 +155,36 @@ public class PrepareAffiliationRelationsTest {
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.getString(4));
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final String publisherid = ID_PREFIX
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+ IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", "10.1007/s00217-010-1268-9"));
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final String rorId = "20|ror_________::" + IdentifierFactory.md5("https://ror.org/03265fv13");
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+ IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", "10.1089/10872910260066679"));
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final String rorId = "20|ror_________::" + IdentifierFactory.md5("https://ror.org/05cf8a891");
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Assertions
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.assertEquals(
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1, execVerification.filter("source = '" + publisherid + "' and target = '" + rorId + "'").count());
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2, execVerification.filter("source = '" + publisherid + "' and target = '" + rorId + "'").count());
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Assertions
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.assertEquals(
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1, execVerification
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.filter(
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"source = '" + ID_PREFIX
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+ IdentifierFactory
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.md5(CleaningFunctions.normalizePidValue("doi", "10.1007/s00217-010-1268-9"))
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+ "' and target = '" + "20|ror_________::"
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+ IdentifierFactory.md5("https://ror.org/03265fv13") + "'")
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.count());
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Assertions
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.assertEquals(
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3, execVerification
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.filter(
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"source = '" + ID_PREFIX
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+ IdentifierFactory
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.md5(CleaningFunctions.normalizePidValue("doi", "10.1007/3-540-47984-8_14"))
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+ "' and target = '" + "20|ror_________::"
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+ IdentifierFactory.md5("https://ror.org/00a0n9e72") + "'")
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.count());
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}
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}
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@ -1,9 +1,10 @@
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{"DOI":"10.1061\/(asce)0733-9399(2002)128:7(759)","Matchings":[{"RORid":"https:\/\/ror.org\/03yxnpp24","Confidence":0.7071067812},{"RORid":"https:\/\/ror.org\/01teme464","Confidence":0.89}]}
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{"DOI":"10.1105\/tpc.8.3.343","Matchings":[{"RORid":"https:\/\/ror.org\/02k40bc56","Confidence":0.7071067812}]}
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{"DOI":"10.1161\/01.cir.0000013305.01850.37","Matchings":[{"RORid":"https:\/\/ror.org\/00qjgza05","Confidence":1}]}
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{"DOI":"10.1142\/s021821650200186x","Matchings":[{"RORid":"https:\/\/ror.org\/035xkbk20","Confidence":1},{"RORid":"https:\/\/ror.org\/05apxxy63","Confidence":1}]}
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{"DOI":"10.1061\/(asce)0733-9372(2002)128:7(575)","Matchings":[{"RORid":"https:\/\/ror.org\/04j198w64","Confidence":0.82}]}
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{"DOI":"10.1061\/(asce)0733-9372(2002)128:7(588)","Matchings":[{"RORid":"https:\/\/ror.org\/03m8km719","Confidence":0.8660254038},{"RORid":"https:\/\/ror.org\/02aze4h65","Confidence":0.87}]}
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{"DOI":"10.1161\/hy0202.103001","Matchings":[{"RORid":"https:\/\/ror.org\/057xtrt18","Confidence":0.7071067812}]}
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{"DOI": "10.1080/13669877.2015.1042504", "Matchings": [{"Confidence": 1.0, "RORid": "https://ror.org/03265fv13"}]}
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{"DOI": "10.1007/3-540-47984-8_14", "Matchings": [{"Confidence": 1.0, "RORid": "https://ror.org/00a0n9e72"}]}
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{"DOI":"10.1021\/ac020069k","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/01f5ytq51","Status":"active","Confidence":1}]}
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{"DOI":"10.1161\/01.cir.0000013846.72805.7e","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/02pttbw34","Status":"active","Confidence":1}]}
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{"DOI":"10.1161\/hy02t2.102992","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/00qqv6244","Status":"active","Confidence":1},{"PID":"ROR","Value":"https:\/\/ror.org\/00p991c53","Status":"active","Confidence":1}]}
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{"DOI":"10.1126\/science.1073633","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/03xez1567","Status":"active","Confidence":1},{"PID":"ROR","Value":"https:\/\/ror.org\/006w34k90","Status":"active","Confidence":1}]}
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{"DOI":"10.1089\/10872910260066679","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/05cf8a891","Status":"active","Confidence":1}]}
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{"DOI":"10.1108\/02656719610116117","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/03mnm0t94","Status":"active","Confidence":1},{"PID":"ROR","Value":"https:\/\/ror.org\/007tn5k56","Status":"active","Confidence":1}]}
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{"DOI":"10.1080\/01443610050111986","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/001x4vz59","Status":"active","Confidence":1},{"PID":"ROR","Value":"https:\/\/ror.org\/01tmqtf75","Status":"active","Confidence":1}]}
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{"DOI":"10.1021\/cm020118+","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/02cf1je33","Confidence":1,"Status":"inactive"},{"PID":"ROR","Value":"https:\/\/ror.org\/01hvx5h04","Confidence":1,"Status":"active"}]}
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{"DOI":"10.1161\/hc1202.104524","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/040r8fr65","Status":"active","Confidence":1},{"PID":"ROR","Value":"https:\/\/ror.org\/04fctr677","Status":"active","Confidence":1}]}
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{"DOI":"10.1021\/ma011134f","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/04tj63d06","Status":"active","Confidence":1}]}
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@ -0,0 +1,9 @@
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|||
{"DOI":"10.1061\/(asce)0733-9399(2002)128:7(759)","Matchings":[{"RORid":"https:\/\/ror.org\/03yxnpp24","Confidence":0.7071067812},{"RORid":"https:\/\/ror.org\/01teme464","Confidence":0.89}]}
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||||
{"DOI":"10.1105\/tpc.8.3.343","Matchings":[{"RORid":"https:\/\/ror.org\/02k40bc56","Confidence":0.7071067812}]}
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{"DOI":"10.1161\/01.cir.0000013305.01850.37","Matchings":[{"RORid":"https:\/\/ror.org\/00qjgza05","Confidence":1}]}
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||||
{"DOI":"10.1142\/s021821650200186x","Matchings":[{"RORid":"https:\/\/ror.org\/035xkbk20","Confidence":1},{"RORid":"https:\/\/ror.org\/05apxxy63","Confidence":1}]}
|
||||
{"DOI":"10.1061\/(asce)0733-9372(2002)128:7(575)","Matchings":[{"RORid":"https:\/\/ror.org\/04j198w64","Confidence":0.82}]}
|
||||
{"DOI":"10.1061\/(asce)0733-9372(2002)128:7(588)","Matchings":[{"RORid":"https:\/\/ror.org\/03m8km719","Confidence":0.8660254038},{"RORid":"https:\/\/ror.org\/02aze4h65","Confidence":0.87}]}
|
||||
{"DOI":"10.1161\/hy0202.103001","Matchings":[{"RORid":"https:\/\/ror.org\/057xtrt18","Confidence":0.7071067812}]}
|
||||
{"DOI": "10.1080/13669877.2015.1042504", "Matchings": [{"Confidence": 1.0, "RORid": "https://ror.org/03265fv13"}]}
|
||||
{"DOI": "https://doi.org/10.1007/3-540-47984-8_14", "Matchings": [{"Confidence": 1.0, "RORid": "https://ror.org/00a0n9e72"}]}
|
||||
|
|
@ -0,0 +1,6 @@
|
|||
{"DOI": "10.1007/s00217-010-1268-9", "Authors": [{"Name": {"Full": "Martin Zarnkow", "First": null, "Last": null}, "Raw_affiliations": ["TU M\u00fcnchen, Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Andrea Faltermaier", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Werner Back", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Technologie der Brauerei I"], "Organization_PIDs": []}, {"Name": {"Full": "Martina Gastl", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Elkek K. Arendt", "First": null, "Last": null}, "Raw_affiliations": ["University College Cork"], "Organization_PIDs": [{"RORid": "https://ror.org/03265fv13", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/03265fv13", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/BF01154707", "Authors": [{"Name": {"Full": "Buggy, M.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Materials Science and Technology, University of Limerick, Limerick, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/00a0n9e72", "Confidence": 1}]}, {"Name": {"Full": "Carew, A.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Materials Science and Technology, University of Limerick, Limerick, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/00a0n9e72", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/00a0n9e72", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/s10237-017-0974-7", "Authors": [{"Name": {"Full": "Donnacha J. McGrath", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/03bea9k73", "Confidence": 1}]}, {"Name": {"Full": "Anja Lena Thiebes", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"RORid": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Christian G. Cornelissen", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"RORid": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Barry O\u2019Brien", "First": null, "Last": null}, "Raw_affiliations": ["Department for Internal Medicine \u2013 Section for Pneumology, Medical Faculty, RWTH Aachen University, Aachen, Germany"], "Organization_PIDs": [{"RORid": "https://ror.org/04xfq0f34", "Confidence": 1}]}, {"Name": {"Full": "Stefan Jockenhoevel", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/03bea9k73", "Confidence": 1}]}, {"Name": {"Full": "Mark Bruzzi", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"RORid": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Peter E. McHugh", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/03bea9k73", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/03bea9k73", "Confidence": 1}, {"RORid": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 0.87}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/BF03168973", "Authors": [{"Name": {"Full": "Sheehan, G.", "First": null, "Last": null}, "Raw_affiliations": ["Dept of Infectious Diseases, Mater Misercordiae Hospital, Dublin 7"], "Organization_PIDs": []}, {"Name": {"Full": "Chew, N.", "First": null, "Last": null}, "Raw_affiliations": ["Dept of Infectious Diseases, Mater Misercordiae Hospital, Dublin 7"], "Organization_PIDs": []}], "Organizations": []}
|
||||
{"DOI": "10.1007/s00338-009-0480-1", "Authors": [{"Name": {"Full": "Gleason, D. F.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biology, Georgia Southern University, Statesboro, USA"], "Organization_PIDs": [{"RORid": "https://ror.org/04agmb972", "Confidence": 1}]}, {"Name": {"Full": "Danilowicz, B. S.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biology, Georgia Southern University, Statesboro, USA"], "Organization_PIDs": [{"RORid": "https://ror.org/04agmb972", "Confidence": 1}]}, {"Name": {"Full": "Nolan, C. J.", "First": null, "Last": null}, "Raw_affiliations": ["School of Biology and Environmental Science, University College Dublin, Dublin 4, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/05m7pjf47", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/04agmb972", "Confidence": 1}, {"RORid": "https://ror.org/05m7pjf47", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/s10993-010-9187-y", "Authors": [{"Name": {"Full": "Martin Howard", "First": null, "Last": null}, "Raw_affiliations": ["University College Cork"], "Organization_PIDs": [{"RORid": "https://ror.org/03265fv13", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/03265fv13", "Confidence": 1}]}
|
||||
|
|
@ -1,6 +1,6 @@
|
|||
{"DOI": "10.1007/s00217-010-1268-9", "Authors": [{"Name": {"Full": "Martin Zarnkow", "First": null, "Last": null}, "Raw_affiliations": ["TU M\u00fcnchen, Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Andrea Faltermaier", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Werner Back", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Technologie der Brauerei I"], "Organization_PIDs": []}, {"Name": {"Full": "Martina Gastl", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Elkek K. Arendt", "First": null, "Last": null}, "Raw_affiliations": ["University College Cork"], "Organization_PIDs": [{"RORid": "https://ror.org/03265fv13", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/03265fv13", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/BF01154707", "Authors": [{"Name": {"Full": "Buggy, M.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Materials Science and Technology, University of Limerick, Limerick, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/00a0n9e72", "Confidence": 1}]}, {"Name": {"Full": "Carew, A.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Materials Science and Technology, University of Limerick, Limerick, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/00a0n9e72", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/00a0n9e72", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/s10237-017-0974-7", "Authors": [{"Name": {"Full": "Donnacha J. McGrath", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/03bea9k73", "Confidence": 1}]}, {"Name": {"Full": "Anja Lena Thiebes", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"RORid": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Christian G. Cornelissen", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"RORid": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Barry O\u2019Brien", "First": null, "Last": null}, "Raw_affiliations": ["Department for Internal Medicine \u2013 Section for Pneumology, Medical Faculty, RWTH Aachen University, Aachen, Germany"], "Organization_PIDs": [{"RORid": "https://ror.org/04xfq0f34", "Confidence": 1}]}, {"Name": {"Full": "Stefan Jockenhoevel", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/03bea9k73", "Confidence": 1}]}, {"Name": {"Full": "Mark Bruzzi", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"RORid": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Peter E. McHugh", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/03bea9k73", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/03bea9k73", "Confidence": 1}, {"RORid": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 0.87}, {"RORid": "https://ror.org/04xfq0f34", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/s00217-010-1268-9", "Authors": [{"Name": {"Full": "Martin Zarnkow", "First": null, "Last": null}, "Raw_affiliations": ["TU M\u00fcnchen, Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Andrea Faltermaier", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Werner Back", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Technologie der Brauerei I"], "Organization_PIDs": []}, {"Name": {"Full": "Martina Gastl", "First": null, "Last": null}, "Raw_affiliations": ["Lehrstuhl f\u00fcr Brau- und Getr\u00e4nketechnologie"], "Organization_PIDs": []}, {"Name": {"Full": "Elkek K. Arendt", "First": null, "Last": null}, "Raw_affiliations": ["University College Cork"], "Organization_PIDs": [{"Value": "https://ror.org/03265fv13", "Confidence": 1}]}], "Organizations": [{"Provenance":"AffRo","PID":"ROR","Status":"active","Value": "https://ror.org/03265fv13", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/BF01154707", "Authors": [{"Name": {"Full": "Buggy, M.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Materials Science and Technology, University of Limerick, Limerick, Ireland"], "Organization_PIDs": [{"Value": "https://ror.org/00a0n9e72", "Confidence": 1}]}, {"Name": {"Full": "Carew, A.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Materials Science and Technology, University of Limerick, Limerick, Ireland"], "Organization_PIDs": [{"Value": "https://ror.org/00a0n9e72", "Confidence": 1}]}], "Organizations": [{"Provenance":"AffRo","PID":"ROR","Status":"active","Value": "https://ror.org/00a0n9e72", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/s10237-017-0974-7", "Authors": [{"Name": {"Full": "Donnacha J. McGrath", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"Value": "https://ror.org/03bea9k73", "Confidence": 1}]}, {"Name": {"Full": "Anja Lena Thiebes", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"Value": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"Value": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Christian G. Cornelissen", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"Value": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"Value": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Barry O\u2019Brien", "First": null, "Last": null}, "Raw_affiliations": ["Department for Internal Medicine \u2013 Section for Pneumology, Medical Faculty, RWTH Aachen University, Aachen, Germany"], "Organization_PIDs": [{"Value": "https://ror.org/04xfq0f34", "Confidence": 1}]}, {"Name": {"Full": "Stefan Jockenhoevel", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"Value": "https://ror.org/03bea9k73", "Confidence": 1}]}, {"Name": {"Full": "Mark Bruzzi", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biohybrid and Medical Textiles (BioTex), AME-Helmholtz Institute for Biomedical Engineering, ITA-Institut f\u00fcr Textiltechnik, RWTH Aachen University and at AMIBM Maastricht University, Maastricht, The Netherlands, Aachen, Germany"], "Organization_PIDs": [{"Value": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"Value": "https://ror.org/04xfq0f34", "Confidence": 0.87}]}, {"Name": {"Full": "Peter E. McHugh", "First": null, "Last": null}, "Raw_affiliations": ["Biomechanics Research Centre (BMEC), Biomedical Engineering, College of Engineering and Informatics, NUI Galway, Galway, Ireland"], "Organization_PIDs": [{"Value": "https://ror.org/03bea9k73", "Confidence": 1}]}], "Organizations": [{"Provenance":"AffRo","PID":"ROR","Status":"active","Value": "https://ror.org/03bea9k73", "Confidence": 1}, {"Provenance":"AffRo","PID":"ROR","Status":"active","Value": "https://ror.org/02jz4aj89", "Confidence": 0.82}, {"Provenance":"AffRo","PID":"ROR","Status":"active","Value": "https://ror.org/04xfq0f34", "Confidence": 0.87}, {"Provenance":"AffRo","PID":"ROR","Status":"active","Value": "https://ror.org/04xfq0f34", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/BF03168973", "Authors": [{"Name": {"Full": "Sheehan, G.", "First": null, "Last": null}, "Raw_affiliations": ["Dept of Infectious Diseases, Mater Misercordiae Hospital, Dublin 7"], "Organization_PIDs": []}, {"Name": {"Full": "Chew, N.", "First": null, "Last": null}, "Raw_affiliations": ["Dept of Infectious Diseases, Mater Misercordiae Hospital, Dublin 7"], "Organization_PIDs": []}], "Organizations": []}
|
||||
{"DOI": "10.1007/s00338-009-0480-1", "Authors": [{"Name": {"Full": "Gleason, D. F.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biology, Georgia Southern University, Statesboro, USA"], "Organization_PIDs": [{"RORid": "https://ror.org/04agmb972", "Confidence": 1}]}, {"Name": {"Full": "Danilowicz, B. S.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biology, Georgia Southern University, Statesboro, USA"], "Organization_PIDs": [{"RORid": "https://ror.org/04agmb972", "Confidence": 1}]}, {"Name": {"Full": "Nolan, C. J.", "First": null, "Last": null}, "Raw_affiliations": ["School of Biology and Environmental Science, University College Dublin, Dublin 4, Ireland"], "Organization_PIDs": [{"RORid": "https://ror.org/05m7pjf47", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/04agmb972", "Confidence": 1}, {"RORid": "https://ror.org/05m7pjf47", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/s10993-010-9187-y", "Authors": [{"Name": {"Full": "Martin Howard", "First": null, "Last": null}, "Raw_affiliations": ["University College Cork"], "Organization_PIDs": [{"RORid": "https://ror.org/03265fv13", "Confidence": 1}]}], "Organizations": [{"RORid": "https://ror.org/03265fv13", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/s00338-009-0480-1", "Authors": [{"Name": {"Full": "Gleason, D. F.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biology, Georgia Southern University, Statesboro, USA"], "Organization_PIDs": [{"Value": "https://ror.org/04agmb972", "Confidence": 1}]}, {"Name": {"Full": "Danilowicz, B. S.", "First": null, "Last": null}, "Raw_affiliations": ["Department of Biology, Georgia Southern University, Statesboro, USA"], "Organization_PIDs": [{"Value": "https://ror.org/04agmb972", "Confidence": 1}]}, {"Name": {"Full": "Nolan, C. J.", "First": null, "Last": null}, "Raw_affiliations": ["School of Biology and Environmental Science, University College Dublin, Dublin 4, Ireland"], "Organization_PIDs": [{"Value": "https://ror.org/05m7pjf47", "Confidence": 1}]}], "Organizations": [{"Provenance":"AffRo","PID":"ROR","Status":"active","Value": "https://ror.org/04agmb972", "Confidence": 1}, {"Provenance":"AffRo","PID":"ROR","Status":"active","Value": "https://ror.org/05m7pjf47", "Confidence": 1}]}
|
||||
{"DOI": "10.1007/s10993-010-9187-y", "Authors": [{"Name": {"Full": "Martin Howard", "First": null, "Last": null}, "Raw_affiliations": ["University College Cork"], "Organization_PIDs": [{"Value": "https://ror.org/03265fv13", "Confidence": 1}]}], "Organizations": [{"PID":"ROR","Status":"active","Value": "https://ror.org/03265fv13", "Confidence": 1}]}
|
||||
Loading…
Reference in New Issue