diff --git a/dhp-workflows/dhp-aggregation/src/main/java/eu/dnetlib/dhp/actionmanager/bipaffiliations/PrepareAffiliationRelations.java b/dhp-workflows/dhp-aggregation/src/main/java/eu/dnetlib/dhp/actionmanager/bipaffiliations/PrepareAffiliationRelations.java index 88d62ea335..5f541d7011 100644 --- a/dhp-workflows/dhp-aggregation/src/main/java/eu/dnetlib/dhp/actionmanager/bipaffiliations/PrepareAffiliationRelations.java +++ b/dhp-workflows/dhp-aggregation/src/main/java/eu/dnetlib/dhp/actionmanager/bipaffiliations/PrepareAffiliationRelations.java @@ -45,6 +45,8 @@ public class PrepareAffiliationRelations implements Serializable { public static final String BIP_INFERENCE_PROVENANCE = "openaire:affiliation"; public static final String OPENAIRE_DATASOURCE_ID = "10|infrastruct_::f66f1bd369679b5b077dcdf006089556"; public static final String OPENAIRE_DATASOURCE_NAME = "OpenAIRE"; + public static final String DOI_URL_PREFIX = "https://doi.org/"; + public static final int DOI_URL_PREFIX_LENGTH = 16; public static void main(String[] args) throws Exception { @@ -97,35 +99,26 @@ public class PrepareAffiliationRelations implements Serializable { private static void createActionSet(SparkSession spark, String crossrefInputPath, String pubmedInputPath, String openapcInputPath, String dataciteInputPath, String webcrawlInputPath, String publisherlInputPath, String outputPath) { - List collectedFromCrossref = OafMapperUtils - .listKeyValues(ModelConstants.CROSSREF_ID, "Crossref"); - JavaPairRDD crossrefRelations = prepareAffiliationRelations( - spark, crossrefInputPath, collectedFromCrossref); + List collectedfromOpenAIRE = OafMapperUtils + .listKeyValues(OPENAIRE_DATASOURCE_ID, OPENAIRE_DATASOURCE_NAME); + + JavaPairRDD crossrefRelations = prepareAffiliationRelationsNewModel( + spark, crossrefInputPath, collectedfromOpenAIRE); - List collectedFromPubmed = OafMapperUtils - .listKeyValues(ModelConstants.PUBMED_CENTRAL_ID, "Pubmed"); JavaPairRDD pubmedRelations = prepareAffiliationRelations( - spark, pubmedInputPath, collectedFromPubmed); + spark, pubmedInputPath, collectedfromOpenAIRE); - List collectedFromOpenAPC = OafMapperUtils - .listKeyValues(ModelConstants.OPEN_APC_ID, "OpenAPC"); - JavaPairRDD openAPCRelations = prepareAffiliationRelations( - spark, openapcInputPath, collectedFromOpenAPC); + JavaPairRDD openAPCRelations = prepareAffiliationRelationsNewModel( + spark, openapcInputPath, collectedfromOpenAIRE); - List collectedFromDatacite = OafMapperUtils - .listKeyValues(ModelConstants.DATACITE_ID, "Datacite"); JavaPairRDD dataciteRelations = prepareAffiliationRelations( - spark, dataciteInputPath, collectedFromDatacite); + spark, dataciteInputPath, collectedfromOpenAIRE); - List collectedFromWebCrawl = OafMapperUtils - .listKeyValues(OPENAIRE_DATASOURCE_ID, OPENAIRE_DATASOURCE_NAME); JavaPairRDD webCrawlRelations = prepareAffiliationRelations( - spark, webcrawlInputPath, collectedFromWebCrawl); + spark, webcrawlInputPath, collectedfromOpenAIRE); - List collectedfromPublisher = OafMapperUtils - .listKeyValues(OPENAIRE_DATASOURCE_ID, OPENAIRE_DATASOURCE_NAME); JavaPairRDD publisherRelations = prepareAffiliationRelationFromPublisher( - spark, publisherlInputPath, collectedfromPublisher); + spark, publisherlInputPath, collectedfromOpenAIRE); crossrefRelations .union(pubmedRelations) @@ -137,12 +130,13 @@ public class PrepareAffiliationRelations implements Serializable { outputPath, Text.class, Text.class, SequenceFileOutputFormat.class, BZip2Codec.class); } - private static JavaPairRDD prepareAffiliationRelationFromPublisher(SparkSession spark, String inputPath, + private static JavaPairRDD prepareAffiliationRelationFromPublisherNewModel(SparkSession spark, String inputPath, List collectedfrom) { Dataset df = spark .read() - .schema("`DOI` STRING, `Organizations` ARRAY>") + .schema( + "`DOI` STRING, `Organizations` ARRAY>") .json(inputPath) .where("DOI is not null"); @@ -150,28 +144,107 @@ public class PrepareAffiliationRelations implements Serializable { } + private static JavaPairRDD prepareAffiliationRelationFromPublisher(SparkSession spark, String inputPath, + List collectedfrom) { + + Dataset df = spark + .read() + .schema("`DOI` STRING, `Organizations` ARRAY>") + .json(inputPath) + .where("DOI is not null"); + + + return getTextTextJavaPairRDD(collectedfrom, df.selectExpr("DOI", "Organizations as Matchings")); + + } + private static JavaPairRDD prepareAffiliationRelations(SparkSession spark, - String inputPath, - List collectedfrom) { + String inputPath, + List collectedfrom) { + // load and parse affiliation relations from HDFS + Dataset df = spark + .read() + .schema("`DOI` STRING, `Matchings` ARRAY>") + .json(inputPath) + .where("DOI is not null"); + + return getTextTextJavaPairRDD(collectedfrom, df); + } + + private static JavaPairRDD prepareAffiliationRelationsNewModel(SparkSession spark, + String inputPath, + List collectedfrom) { // load and parse affiliation relations from HDFS Dataset df = spark .read() - .schema("`DOI` STRING, `Matchings` ARRAY>") + .schema( + "`DOI` STRING, `Matchings` ARRAY>") .json(inputPath) .where("DOI is not null"); - return getTextTextJavaPairRDD(collectedfrom, df); + return getTextTextJavaPairRDDNew(collectedfrom, df); } private static JavaPairRDD getTextTextJavaPairRDD(List collectedfrom, Dataset df) { + // unroll nested arrays + df = df + .withColumn("matching", functions.explode(new Column("Matchings"))) + .select( + new Column("DOI").as("doi"), + new Column("matching.RORid").as("rorid"), + new Column("matching.Confidence").as("confidence")); + + // prepare action sets for affiliation relations + return df + .toJavaRDD() + .flatMap((FlatMapFunction) row -> { + + // DOI to OpenAIRE id + final String paperId = ID_PREFIX + + IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", removePrefix(row.getAs("doi")))); + + // ROR id to OpenAIRE id + final String affId = GenerateRorActionSetJob.calculateOpenaireId(row.getAs("rorid")); + + Qualifier qualifier = OafMapperUtils + .qualifier( + BIP_AFFILIATIONS_CLASSID, + BIP_AFFILIATIONS_CLASSNAME, + ModelConstants.DNET_PROVENANCE_ACTIONS, + ModelConstants.DNET_PROVENANCE_ACTIONS); + + // format data info; setting `confidence` into relation's `trust` + DataInfo dataInfo = OafMapperUtils + .dataInfo( + false, + BIP_INFERENCE_PROVENANCE, + true, + false, + qualifier, + Double.toString(row.getAs("confidence"))); + + // return bi-directional relations + return getAffiliationRelationPair(paperId, affId, collectedfrom, dataInfo).iterator(); + + }) + .map(p -> new AtomicAction(Relation.class, p)) + .mapToPair( + aa -> new Tuple2<>(new Text(aa.getClazz().getCanonicalName()), + new Text(OBJECT_MAPPER.writeValueAsString(aa)))); + } + + private static JavaPairRDD getTextTextJavaPairRDDNew(List collectedfrom, Dataset df) { // unroll nested arrays df = df .withColumn("matching", functions.explode(new Column("Matchings"))) .select( new Column("DOI").as("doi"), - new Column("matching.RORid").as("rorid"), - new Column("matching.Confidence").as("confidence")); + new Column("matching.PID").as("pidtype"), + new Column("matching.Value").as("pidvalue"), + new Column("matching.Confidence").as("confidence"), + new Column("matching.Status").as("status")) + .where("status = 'active'"); // prepare action sets for affiliation relations return df @@ -180,10 +253,16 @@ public class PrepareAffiliationRelations implements Serializable { // DOI to OpenAIRE id final String paperId = ID_PREFIX - + IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", row.getAs("doi"))); + + IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", removePrefix(row.getAs("doi")))); - // ROR id to OpenAIRE id - final String affId = GenerateRorActionSetJob.calculateOpenaireId(row.getAs("rorid")); + // Organization to OpenAIRE identifier + String affId = null; + if (row.getAs("pidtype").equals("ROR")) + // ROR id to OpenIARE id + affId = GenerateRorActionSetJob.calculateOpenaireId(row.getAs("pidvalue")); + else + // getting the OpenOrgs identifier for the organization + affId = row.getAs("pidvalue"); Qualifier qualifier = OafMapperUtils .qualifier( @@ -212,6 +291,12 @@ public class PrepareAffiliationRelations implements Serializable { new Text(OBJECT_MAPPER.writeValueAsString(aa)))); } + private static String removePrefix(String doi) { + if(doi.startsWith(DOI_URL_PREFIX)) + return doi.substring(DOI_URL_PREFIX_LENGTH); + return doi; + } + private static List getAffiliationRelationPair(String paperId, String affId, List collectedfrom, DataInfo dataInfo) { return Arrays diff --git a/dhp-workflows/dhp-aggregation/src/test/java/eu/dnetlib/dhp/actionmanager/bipaffiliations/PrepareAffiliationRelationsTest.java b/dhp-workflows/dhp-aggregation/src/test/java/eu/dnetlib/dhp/actionmanager/bipaffiliations/PrepareAffiliationRelationsTest.java index ac9977a7ea..afc3e0a57a 100644 --- a/dhp-workflows/dhp-aggregation/src/test/java/eu/dnetlib/dhp/actionmanager/bipaffiliations/PrepareAffiliationRelationsTest.java +++ b/dhp-workflows/dhp-aggregation/src/test/java/eu/dnetlib/dhp/actionmanager/bipaffiliations/PrepareAffiliationRelationsTest.java @@ -74,26 +74,34 @@ public class PrepareAffiliationRelationsTest { @Test void testMatch() throws Exception { - String crossrefAffiliationRelationPath = getClass() + String crossrefAffiliationRelationPathNew = getClass() .getResource("/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror.json") .getPath(); + String crossrefAffiliationRelationPath = getClass() + .getResource("/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror_old.json") + .getPath(); + String publisherAffiliationRelationPath = getClass() .getResource("/eu/dnetlib/dhp/actionmanager/bipaffiliations/publishers") .getPath(); + String publisherAffiliationRelationOldPath = getClass() + .getResource("/eu/dnetlib/dhp/actionmanager/bipaffiliations/publichers_old") + .getPath(); + String outputPath = workingDir.toString() + "/actionSet"; PrepareAffiliationRelations .main( new String[] { "-isSparkSessionManaged", Boolean.FALSE.toString(), - "-crossrefInputPath", crossrefAffiliationRelationPath, + "-crossrefInputPath", crossrefAffiliationRelationPathNew, "-pubmedInputPath", crossrefAffiliationRelationPath, - "-openapcInputPath", crossrefAffiliationRelationPath, + "-openapcInputPath", crossrefAffiliationRelationPathNew, "-dataciteInputPath", crossrefAffiliationRelationPath, "-webCrawlInputPath", crossrefAffiliationRelationPath, - "-publisherInputPath", publisherAffiliationRelationPath, + "-publisherInputPath", publisherAffiliationRelationOldPath, "-outputPath", outputPath }); @@ -104,13 +112,9 @@ public class PrepareAffiliationRelationsTest { .map(value -> OBJECT_MAPPER.readValue(value._2().toString(), AtomicAction.class)) .map(aa -> ((Relation) aa.getPayload())); -// for (Relation r : tmp.collect()) { -// System.out.println( -// 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() -// ); -// } + // count the number of relations - assertEquals(138, tmp.count()); + assertEquals(150, tmp.count());// 18 + 24 *3 + 30 * 2 = Dataset dataset = spark.createDataset(tmp.rdd(), Encoders.bean(Relation.class)); dataset.createOrReplaceTempView("result"); @@ -121,7 +125,7 @@ public class PrepareAffiliationRelationsTest { // verify that we have equal number of bi-directional relations Assertions .assertEquals( - 69, execVerification + 75, execVerification .filter( "relClass='" + ModelConstants.HAS_AUTHOR_INSTITUTION + "'") .collectAsList() @@ -129,21 +133,21 @@ public class PrepareAffiliationRelationsTest { Assertions .assertEquals( - 69, execVerification + 75, execVerification .filter( "relClass='" + ModelConstants.IS_AUTHOR_INSTITUTION_OF + "'") .collectAsList() .size()); // check confidence value of a specific relation - String sourceDOI = "10.1061/(asce)0733-9399(2002)128:7(759)"; + String sourceDOI = "10.1089/10872910260066679"; final String sourceOpenaireId = ID_PREFIX + IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", sourceDOI)); Assertions .assertEquals( - "0.7071067812", execVerification + "1.0", execVerification .filter( "source='" + sourceOpenaireId + "'") .collectAsList() @@ -151,11 +155,36 @@ public class PrepareAffiliationRelationsTest { .getString(4)); final String publisherid = ID_PREFIX - + IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", "10.1007/s00217-010-1268-9")); - final String rorId = "20|ror_________::" + IdentifierFactory.md5("https://ror.org/03265fv13"); + + IdentifierFactory.md5(CleaningFunctions.normalizePidValue("doi", "10.1089/10872910260066679")); + final String rorId = "20|ror_________::" + IdentifierFactory.md5("https://ror.org/05cf8a891"); Assertions .assertEquals( - 1, execVerification.filter("source = '" + publisherid + "' and target = '" + rorId + "'").count()); + 2, execVerification.filter("source = '" + publisherid + "' and target = '" + rorId + "'").count()); + + Assertions + .assertEquals( + 1, execVerification + .filter( + "source = '" + ID_PREFIX + + IdentifierFactory + .md5(CleaningFunctions.normalizePidValue("doi", "10.1007/s00217-010-1268-9")) + + "' and target = '" + "20|ror_________::" + + IdentifierFactory.md5("https://ror.org/03265fv13") + "'") + .count()); + + + Assertions + .assertEquals( + 3, execVerification + .filter( + "source = '" + ID_PREFIX + + IdentifierFactory + .md5(CleaningFunctions.normalizePidValue("doi", "10.1007/3-540-47984-8_14")) + + "' and target = '" + "20|ror_________::" + + IdentifierFactory.md5("https://ror.org/00a0n9e72") + "'") + .count()); + + } } diff --git a/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror.json b/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror.json index 08dc3f7eb5..b5a7116942 100644 --- a/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror.json +++ b/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror.json @@ -1,9 +1,10 @@ -{"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}]} -{"DOI":"10.1105\/tpc.8.3.343","Matchings":[{"RORid":"https:\/\/ror.org\/02k40bc56","Confidence":0.7071067812}]} -{"DOI":"10.1161\/01.cir.0000013305.01850.37","Matchings":[{"RORid":"https:\/\/ror.org\/00qjgza05","Confidence":1}]} -{"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": "10.1007/3-540-47984-8_14", "Matchings": [{"Confidence": 1.0, "RORid": "https://ror.org/00a0n9e72"}]} \ No newline at end of file +{"DOI":"10.1021\/ac020069k","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/01f5ytq51","Status":"active","Confidence":1}]} +{"DOI":"10.1161\/01.cir.0000013846.72805.7e","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/02pttbw34","Status":"active","Confidence":1}]} +{"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}]} +{"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}]} +{"DOI":"10.1089\/10872910260066679","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/05cf8a891","Status":"active","Confidence":1}]} +{"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}]} +{"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}]} +{"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"}]} +{"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}]} +{"DOI":"10.1021\/ma011134f","Matchings":[{"PID":"ROR","Value":"https:\/\/ror.org\/04tj63d06","Status":"active","Confidence":1}]} \ No newline at end of file diff --git a/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror_old.json b/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror_old.json new file mode 100644 index 0000000000..d7f004deb2 --- /dev/null +++ b/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/doi_to_ror_old.json @@ -0,0 +1,9 @@ +{"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}]} +{"DOI":"10.1105\/tpc.8.3.343","Matchings":[{"RORid":"https:\/\/ror.org\/02k40bc56","Confidence":0.7071067812}]} +{"DOI":"10.1161\/01.cir.0000013305.01850.37","Matchings":[{"RORid":"https:\/\/ror.org\/00qjgza05","Confidence":1}]} +{"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"}]} \ No newline at end of file diff --git a/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/publichers_old/publisher b/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/publichers_old/publisher new file mode 100644 index 0000000000..851263933d --- /dev/null +++ b/dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/bipaffiliations/publichers_old/publisher @@ -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. 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