From 9cf0a98699d161d298db16641b3d3658e0ea3346 Mon Sep 17 00:00:00 2001 From: Claudio Atzori Date: Tue, 20 Dec 2022 10:17:33 +0100 Subject: [PATCH] [cleaning] set the common subject classid/name --- .../oaf/utils/GraphCleaningFunctions.java | 9 ++ .../dhp/oa/merge/AuthorMergerTest.java | 100 ------------------ .../oa/merge/publications_with_authors.json | 3 - 3 files changed, 9 insertions(+), 103 deletions(-) delete mode 100644 dhp-common/src/test/java/eu/dnetlib/dhp/oa/merge/AuthorMergerTest.java delete mode 100644 dhp-common/src/test/resources/eu/dnetlib/dhp/oa/merge/publications_with_authors.json diff --git a/dhp-common/src/main/java/eu/dnetlib/dhp/schema/oaf/utils/GraphCleaningFunctions.java b/dhp-common/src/main/java/eu/dnetlib/dhp/schema/oaf/utils/GraphCleaningFunctions.java index 347d3eb20..b24daaa5d 100644 --- a/dhp-common/src/main/java/eu/dnetlib/dhp/schema/oaf/utils/GraphCleaningFunctions.java +++ b/dhp-common/src/main/java/eu/dnetlib/dhp/schema/oaf/utils/GraphCleaningFunctions.java @@ -23,6 +23,8 @@ import eu.dnetlib.dhp.schema.common.ModelConstants; import eu.dnetlib.dhp.schema.common.ModelSupport; import eu.dnetlib.dhp.schema.oaf.*; import me.xuender.unidecode.Unidecode; +import org.apache.spark.api.java.function.MapFunction; +import org.apache.spark.sql.Encoders; public class GraphCleaningFunctions extends CleaningFunctions { @@ -201,6 +203,13 @@ public class GraphCleaningFunctions extends CleaningFunctions { .filter(sp -> StringUtils.isNotBlank(sp.getValue())) .filter(sp -> Objects.nonNull(sp.getQualifier())) .filter(sp -> StringUtils.isNotBlank(sp.getQualifier().getClassid())) + .map(s -> { + if ("dnet:result_subject".equals(s.getQualifier().getClassid())) { + s.getQualifier().setClassid(ModelConstants.DNET_SUBJECT_TYPOLOGIES); + s.getQualifier().setClassname(ModelConstants.DNET_SUBJECT_TYPOLOGIES); + } + return s; + }) .map(GraphCleaningFunctions::cleanValue) .collect( Collectors diff --git a/dhp-common/src/test/java/eu/dnetlib/dhp/oa/merge/AuthorMergerTest.java b/dhp-common/src/test/java/eu/dnetlib/dhp/oa/merge/AuthorMergerTest.java deleted file mode 100644 index 3a7a41a1b..000000000 --- a/dhp-common/src/test/java/eu/dnetlib/dhp/oa/merge/AuthorMergerTest.java +++ /dev/null @@ -1,100 +0,0 @@ - -package eu.dnetlib.dhp.oa.merge; - -import java.io.BufferedReader; -import java.io.FileReader; -import java.io.IOException; -import java.nio.file.Paths; -import java.util.ArrayList; -import java.util.List; -import java.util.stream.Collectors; - -import org.junit.jupiter.api.Assertions; -import org.junit.jupiter.api.BeforeEach; -import org.junit.jupiter.api.Test; - -import com.fasterxml.jackson.databind.ObjectMapper; - -import eu.dnetlib.dhp.schema.oaf.Author; -import eu.dnetlib.dhp.schema.oaf.Publication; -import eu.dnetlib.dhp.schema.oaf.StructuredProperty; -import eu.dnetlib.pace.util.MapDocumentUtil; -import scala.Tuple2; - -class AuthorMergerTest { - - private String publicationsBasePath; - - private List> authors; - - @BeforeEach - public void setUp() throws Exception { - - publicationsBasePath = Paths - .get(AuthorMergerTest.class.getResource("/eu/dnetlib/dhp/oa/merge").toURI()) - .toFile() - .getAbsolutePath(); - - authors = readSample(publicationsBasePath + "/publications_with_authors.json", Publication.class) - .stream() - .map(p -> p._2().getAuthor()) - .collect(Collectors.toList()); - - } - - @Test - void mergeTest() { // used in the dedup: threshold set to 0.95 - - for (List authors1 : authors) { - System.out.println("List " + (authors.indexOf(authors1) + 1)); - for (Author author : authors1) { - System.out.println(authorToString(author)); - } - } - - List merge = AuthorMerger.merge(authors); - - System.out.println("Merge "); - for (Author author : merge) { - System.out.println(authorToString(author)); - } - - Assertions.assertEquals(7, merge.size()); - - } - - public List> readSample(String path, Class clazz) { - List> res = new ArrayList<>(); - BufferedReader reader; - try { - reader = new BufferedReader(new FileReader(path)); - String line = reader.readLine(); - while (line != null) { - res - .add( - new Tuple2<>( - MapDocumentUtil.getJPathString("$.id", line), - new ObjectMapper().readValue(line, clazz))); - // read next line - line = reader.readLine(); - } - reader.close(); - } catch (IOException e) { - e.printStackTrace(); - } - - return res; - } - - public String authorToString(Author a) { - - String print = "Fullname = "; - print += a.getFullname() + " pid = ["; - if (a.getPid() != null) - for (StructuredProperty sp : a.getPid()) { - print += sp.toComparableString() + " "; - } - print += "]"; - return print; - } -} diff --git a/dhp-common/src/test/resources/eu/dnetlib/dhp/oa/merge/publications_with_authors.json b/dhp-common/src/test/resources/eu/dnetlib/dhp/oa/merge/publications_with_authors.json deleted file mode 100644 index 600181ba5..000000000 --- a/dhp-common/src/test/resources/eu/dnetlib/dhp/oa/merge/publications_with_authors.json +++ /dev/null @@ -1,3 +0,0 @@ -{ "journal":{ "dataInfo":null, "conferenceplace":null, "issnPrinted":"0009-9260", "issnOnline":null, "issnLinking":null, "ep":"636", "iss":null, "sp":"632", "vol":"55", "edition":null, "conferencedate":null, "name":"Clinical Radiology" }, "measures":null, "author":[ { "rank":null, "fullname":"KARL TURETSCHEK", "affiliation":null, "pid":null, "surname":"TURETSCHEK", "name":"KARL" }, { "rank":null, "fullname":"WOLFGANG EBNER", "affiliation":null, "pid":null, "surname":"EBNER", "name":"WOLFGANG" }, { "rank":null, "fullname":"DOMINIK FLEISCHMANN", "affiliation":null, "pid":null, "surname":"FLEISCHMANN", "name":"DOMINIK" }, { "rank":null, "fullname":"PATRICK WUNDERBALDINGER", "affiliation":null, "pid":null, "surname":"WUNDERBALDINGER", "name":"PATRICK" }, { "rank":null, "fullname":"LUDWIG ERLACHER", "affiliation":null, "pid":null, "surname":"ERLACHER", "name":"LUDWIG" }, { "rank":null, "fullname":"THOMAS ZONTSICH", "affiliation":null, "pid":null, "surname":"ZONTSICH", "name":"THOMAS" }, { "rank":null, "fullname":"ALEXANDER A. BANKIER", "affiliation":null, "pid":null, "surname":"BANKIER", "name":"ALEXANDER A." } ], "resulttype":{ "classid":"publication", "schemeid":"dnet:result_typologies", "schemename":"dnet:result_typologies", "classname":"publication"}, "title":[ { "qualifier":{ "classid":"main title", "schemeid":"dnet:dataCite_title", "schemename":"dnet:dataCite_title", "classname":"main title" }, "dataInfo":null, "value":"Early Pulmonary Involvement in Ankylosing Spondylitis: Assessment With Thin-section CT" } ], "relevantdate":[ { "qualifier":{ "classid":"created", "schemeid":"dnet:dataCite_date", "schemename":"dnet:dataCite_date", "classname":"created" }, "dataInfo":null, "value":"2002-09-19T13:54:50Z" } ], "dateofacceptance":{ "dataInfo":null, "value":"2002-09-19T13:54:50Z" }, "publisher":{ "dataInfo":null, "value":"Elsevier BV" }, "embargoenddate":null, "fulltext":null, "contributor":null, "resourcetype":{ "classid":"0001", "schemeid":"dnet:dataCite_resource", "schemename":"dnet:dataCite_resource", "classname":"0001"}, "coverage":null, "bestaccessright":null, "externalReference":null, "format":null, "description":[ ], "source":[ { "dataInfo":null, "value":"Crossref" } ], "subject":[ { "qualifier":{ "classid":"keywords", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"keywords" }, "dataInfo":null, "value":"Radiology Nuclear Medicine and imaging" }, { "qualifier":{ "classid":"keywords", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"keywords" }, "dataInfo":null, "value":"General Medicine" } ], "language":null, "instance":[ { "processingchargecurrency":null, "refereed":null, "instancetype":{ "classid":"0001", "schemeid":"dnet:publication_resource", "schemename":"dnet:publication_resource", "classname":"Article" }, "hostedby":null, "distributionlocation":null, "processingchargeamount":null, "license":{ "dataInfo":null, "value":"https://www.elsevier.com/tdm/userlicense/1.0/" }, "accessright":{ "classid":"RESTRICTED", "schemeid":"dnet:access_modes", "schemename":"dnet:access_modes", "classname":"Restricted" }, "dateofacceptance":{ "dataInfo":null, "value":"2002-09-19T13:54:50Z" }, "collectedfrom":{ "dataInfo":null, "value":"Crossref", "key":"10|openaire____::081b82f96300b6a6e3d282bad31cb6e2" }, "url":[ "https://api.elsevier.com/content/article/PII:S0009926000904987?httpAccept=text/xml", "https://api.elsevier.com/content/article/PII:S0009926000904987?httpAccept=text/plain", "http://dx.doi.org/10.1053/crad.2000.0498" ] } ], "context":null, "country":null, "originalId":[ "S0009926000904987", "10.1053/crad.2000.0498" ], "pid":[ { "qualifier":{ "classid":"doi", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"doi" }, "dataInfo":null, "value":"10.1053/crad.2000.0498" } ], "dateofcollection":"2020-02-06T20:40:22Z", "dateoftransformation":null, "oaiprovenance":null, "extraInfo":null, "id":"50|doiboost____::994b7e47b9e225ab6d5e14841cb45a7f", "collectedfrom":[ { "dataInfo":null, "value":"Crossref", "key":"10|openaire____::081b82f96300b6a6e3d282bad31cb6e2" } ], "dataInfo":{ "trust":"0.9", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "lastupdatetimestamp":1581021622595 } -{ "journal":null, "measures":null, "author":[ { "rank":null, "fullname":"Dominik Fleischmann", "affiliation":null, "pid":[ { "qualifier":{ "classid":"ORCID", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"ORCID" }, "dataInfo":{ "trust":"0.91", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:crosswalk:entityregistry", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"Harvested"} }, "value":"0000-0003-0715-0952" } ], "surname":"Fleischmann", "name":"Dominik" } ], "resulttype":{ "classid":"publication", "schemeid":"dnet:result_typologies", "schemename":"dnet:result_typologies", "classname":"publication"}, "title":[ ], "relevantdate":[ ], "dateofacceptance":null, "publisher":null, "embargoenddate":null, "fulltext":[ ], "contributor":[ ], "resourcetype":null, "coverage":[ ], "bestaccessright":null, "externalReference":[ ], "format":[ ], "description":null, "source":[ ], "subject":[ ], "language":null, "instance":[ ], "context":[ ], "country":[ ], "originalId":[ ], "pid":[ { "qualifier":{ "classid":"doi", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"doi"}, "dataInfo":null, "value":"10.1053/crad.2000.0498" } ], "dateofcollection":null, "dateoftransformation":null, "oaiprovenance":null, "extraInfo":[ ], "id":"50|doiboost____::994b7e47b9e225ab6d5e14841cb45a7f", "collectedfrom":[ { "dataInfo":null, "value":"ORCID", "key":"10|openaire____::806360c771262b4d6770e7cdf04b5c5a" } ], "dataInfo":{ "trust":"0.9", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "lastupdatetimestamp":null } -{ "journal":{ "dataInfo":null, "conferenceplace":null, "issnPrinted":"0009-9260", "issnOnline":null, "issnLinking":null, "ep":"636", "iss":"8", "sp":"632", "vol":"55", "edition":null, "conferencedate":null, "name":"Clinical Radiology" }, "measures":null, "author":[ { "rank":null, "fullname":"T. Zontsich", "affiliation":[ { "dataInfo":null, "value":"University of Vienna" } ], "pid":[ { "qualifier":{ "classid":"URL", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"URL"}, "dataInfo":null, "value":"https://academic.microsoft.com/#/detail/1966908432" } ], "surname":null, "name":null }, { "rank":null, "fullname":"L Erlacher", "affiliation":[ { "dataInfo":null, "value":"University of Vienna" } ], "pid":[ { "qualifier":{ "classid":"URL", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"URL"}, "dataInfo":null, "value":"https://academic.microsoft.com/#/detail/687931320" } ], "surname":null, "name":null }, { "rank":null, "fullname":"Dominik Fleischmann", "affiliation":[ { "dataInfo":null, "value":"University of Vienna" } ], "pid":[ { "qualifier":{ "classid":"URL", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"URL"}, "dataInfo":null, "value":"https://academic.microsoft.com/#/detail/2156559961" } ], "surname":null, "name":null }, { "rank":null, "fullname":"Alexander A. Bankier", "affiliation":[ { "dataInfo":null, "value":"University of Vienna" } ], "pid":[ { "qualifier":{ "classid":"URL", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"URL"}, "dataInfo":null, "value":"https://academic.microsoft.com/#/detail/1107971609" } ], "surname":null, "name":null }, { "rank":null, "fullname":"Patrick Wunderbaldinger", "affiliation":[ { "dataInfo":null, "value":"University of Vienna" } ], "pid":[ { "qualifier":{ "classid":"URL", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"URL" }, "dataInfo":null, "value":"https://academic.microsoft.com/#/detail/2422340537" } ], "surname":null, "name":null }, { "rank":null, "fullname":"Wolfgang Ebner", "affiliation":null, "pid":[ { "qualifier":{ "classid":"URL", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"URL" }, "dataInfo":null, "value":"https://academic.microsoft.com/#/detail/2186462571" } ], "surname":null, "name":null }, { "rank":null, "fullname":"K. Turetschek", "affiliation":[ { "dataInfo":null, "value":"University of Vienna" } ], "pid":[ { "qualifier":{ "classid":"URL", "schemeid":"dnet:pid_types", "schemename":"dnet:pid_types", "classname":"URL" }, "dataInfo":null, "value":"https://academic.microsoft.com/#/detail/321765676" } ], "surname":null, "name":null } ], "resulttype":{ "classid":"publication", "schemeid":"dnet:result_typologies", "schemename":"dnet:result_typologies", "classname":"publication" }, "title":[ { "qualifier":{ "classid":"main title", "schemeid":"dnet:dataCite_title", "schemename":"dnet:dataCite_title", "classname":"main title" }, "dataInfo":null, "value":"early pulmonary involvement in ankylosing spondylitis assessment with thin section ct" }, { "qualifier":{ "classid":"alternative title", "schemeid":"dnet:dataCite_title", "schemename":"dnet:dataCite_title", "classname":"alternative title" }, "dataInfo":null, "value":"Early pulmonary involvement in ankylosing spondylitis: assessment with thin-section CT." } ], "relevantdate":null, "dateofacceptance":{ "dataInfo":null, "value":"2000-08-01" }, "publisher":{ "dataInfo":null, "value":"Elsevier" }, "embargoenddate":null, "fulltext":null, "contributor":null, "resourcetype":null, "coverage":null, "bestaccessright":null, "externalReference":null, "format":null, "description":[ { "dataInfo":null, "value":"Abstract AIM: To determine the frequency and the distribution of early pulmonary lesions in patients with ankylosing spondylitis (AS) and a normal chest X-ray on thin-section CT and to correlate the CT findings with the results of pulmonary function tests and clinical data. MATERIALS AND METHODS: Twenty-five patients with clinically proven AS and no history of smoking underwent clinical examinations, pulmonary function tests (PFT), chest radiography, and thin-section CT. Four of 25 patients (16%), who had obvious signs on plain films suggestive of pre-existing disorders unrelated to AS were excluded. RESULTS: Fifteen of 21 patients (71%) had abnormalities on thin-section CT. The most frequent abnormalities were thickening of the interlobular septa in seven of 21 patients (33%), mild bronchial wall thickening in (6/21, 29%), pleural thickening and pleuropulmonary irregularities (both 29%) and linear septal thickening (6/21, 29%). In six patients there were no signs of pleuropulmonary involvement. Eight of 15 patients (53%) with abnormal and four of six patients (67%) with normal CT findings revealed mild restrictive lung function impairment. CONCLUSION: Patients with AS but a normal chest radiograph frequently have abnormalities on thin-section CT. As these abnormalities are usually subtle and their extent does not correlate with functional and clinical data, the overall routine impact of thin-section CT in the diagnosis of AS is limited. Turetschek, K , (2000) Clinical Radiology53, 632–636." } ], "source":[ { "dataInfo":null, "value":null } ], "subject":[ { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":null, "value":"Complication" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":null, "value":"Chest radiograph" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":{ "trust":"0.580897", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "value":"medicine.diagnostic_test" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":{ "trust":"0.580897", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "value":"medicine" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":null, "value":"In patient" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":null, "value":"Radiography" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":{ "trust":"0.4582326", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "value":"business.industry" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":{ "trust":"0.4582326", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "value":"business" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":null, "value":"Thin section ct" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":null, "value":"Respiratory disease" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":{ "trust":"0.49358836", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "value":"medicine.disease" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":{ "trust":"0.49358836", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "value":"medicine" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":null, 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"schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "value":"medicine" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":null, "value":"Radiology" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", "schemename":"dnet:subject_classification_typologies", "classname":"Microsoft Academic Graph classification" }, "dataInfo":{ "trust":"0.4573571", "invisible":false, "inferred":false, "deletedbyinference":false, "inferenceprovenance":null, "provenanceaction":{ "classid":"sysimport:actionset", "schemeid":"dnet:provenanceActions", "schemename":"dnet:provenanceActions", "classname":"sysimport:actionset" } }, "value":"medicine.medical_specialty" }, { "qualifier":{ "classid":"MAG", "schemeid":"dnet:subject_classification_typologies", 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