Is Crowdsourcing Patient-Reported Outcomes the Future of Evidence-Based Medicine? A Case Study of Back Pain View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2017

AUTHORS

Mor Peleg , Tiffany I. Leung , Manisha Desai , Michel Dumontier

ABSTRACT

Evidence is lacking for patient-reported effectiveness of treatments for most medical conditions and specifically for lower back pain. In this paper, we examined a consumer-based social network that collects patients’ treatment ratings as a potential source of evidence. Acknowledging the potential biases of this data set, we used propensity score matching and generalized linear regression to account for confounding variables. To evaluate validity, we compared results obtained by analyzing the patient reported data to results of evidence-based studies. Overall, there was agreement on the relationship between back pain and being obese. In addition, there was agreement about which treatments were effective or had no benefit. The patients’ ratings also point to new evidence that postural modification treatment is effective and that surgery is harmful to a large proportion of patients. More... »

PAGES

245-255

References to SciGraph publications

Book

TITLE

Artificial Intelligence in Medicine

ISBN

978-3-319-59757-7
978-3-319-59758-4

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-319-59758-4_27

DOI

http://dx.doi.org/10.1007/978-3-319-59758-4_27

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1086389916


Indexing Status Check whether this publication has been indexed by Scopus and Web Of Science using the SN Indexing Status Tool
Incoming Citations Browse incoming citations for this publication using opencitations.net

JSON-LD is the canonical representation for SciGraph data.

TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT

[
  {
    "@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json", 
    "about": [
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/1103", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Clinical Sciences", 
        "type": "DefinedTerm"
      }, 
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/11", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Medical and Health Sciences", 
        "type": "DefinedTerm"
      }
    ], 
    "author": [
      {
        "affiliation": {
          "alternateName": "University of Haifa", 
          "id": "https://www.grid.ac/institutes/grid.18098.38", 
          "name": [
            "Stanford University", 
            "University of Haifa"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Peleg", 
        "givenName": "Mor", 
        "id": "sg:person.0620735362.45", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0620735362.45"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Maastricht University", 
          "id": "https://www.grid.ac/institutes/grid.5012.6", 
          "name": [
            "Maastricht University"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Leung", 
        "givenName": "Tiffany I.", 
        "id": "sg:person.01040170717.97", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01040170717.97"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Stanford University", 
          "id": "https://www.grid.ac/institutes/grid.168010.e", 
          "name": [
            "Stanford University"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Desai", 
        "givenName": "Manisha", 
        "id": "sg:person.0715656132.76", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0715656132.76"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Maastricht University", 
          "id": "https://www.grid.ac/institutes/grid.5012.6", 
          "name": [
            "Stanford University", 
            "Maastricht University"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Dumontier", 
        "givenName": "Michel", 
        "id": "sg:person.01324655201.14", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01324655201.14"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "https://doi.org/10.2196/jmir.2127", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1003805307"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1371/journal.pone.0059707", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1005073137"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1097/brs.0b013e3181a103b1", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1017260689"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1097/brs.0b013e3181a103b1", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1017260689"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1097/brs.0b013e3181a103b1", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1017260689"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.rcl.2012.04.005", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1021851199"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1038/clpt.2012.50", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1024345853", 
          "https://doi.org/10.1038/clpt.2012.50"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1001/jamainternmed.2015.8033", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1025507759"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1145/2470654.2470659", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1034306129"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/bmj.b81", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1034589662"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1097/j.pain.0000000000000609", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1038095860"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1097/j.pain.0000000000000609", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1038095860"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1002/art.34347", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040692484"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1097/brs.0b013e3181ba1531", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040693244"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1097/brs.0b013e3181ba1531", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040693244"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.cct.2011.05.006", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1049385949"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3822/ijtmb.v8i3.295", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071441925"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.7326/0003-4819-147-7-200710020-00007", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1073709514"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.7326/0003-4819-147-7-200710020-00008", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1073709515"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2017", 
    "datePublishedReg": "2017-01-01", 
    "description": "Evidence is lacking for patient-reported effectiveness of treatments for most medical conditions and specifically for lower back pain. In this paper, we examined a consumer-based social network that collects patients\u2019 treatment ratings as a potential source of evidence. Acknowledging the potential biases of this data set, we used propensity score matching and generalized linear regression to account for confounding variables. To evaluate validity, we compared results obtained by analyzing the patient reported data to results of evidence-based studies. Overall, there was agreement on the relationship between back pain and being obese. In addition, there was agreement about which treatments were effective or had no benefit. The patients\u2019 ratings also point to new evidence that postural modification treatment is effective and that surgery is harmful to a large proportion of patients.", 
    "editor": [
      {
        "familyName": "ten Teije", 
        "givenName": "Annette", 
        "type": "Person"
      }, 
      {
        "familyName": "Popow", 
        "givenName": "Christian", 
        "type": "Person"
      }, 
      {
        "familyName": "Holmes", 
        "givenName": "John H.", 
        "type": "Person"
      }, 
      {
        "familyName": "Sacchi", 
        "givenName": "Lucia", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-319-59758-4_27", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-319-59757-7", 
        "978-3-319-59758-4"
      ], 
      "name": "Artificial Intelligence in Medicine", 
      "type": "Book"
    }, 
    "name": "Is Crowdsourcing Patient-Reported Outcomes the Future of Evidence-Based Medicine? A Case Study of Back Pain", 
    "pagination": "245-255", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-319-59758-4_27"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "a6242b42ca3f3a14112875ce3bfab01cec2a0e133426b539592a6c9cbbc11eec"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1086389916"
        ]
      }
    ], 
    "publisher": {
      "location": "Cham", 
      "name": "Springer International Publishing", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-319-59758-4_27", 
      "https://app.dimensions.ai/details/publication/pub.1086389916"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-15T12:36", 
    "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
    "sdPublisher": {
      "name": "Springer Nature - SN SciGraph project", 
      "type": "Organization"
    }, 
    "sdSource": "s3://com-uberresearch-data-dimensions-target-20181106-alternative/cleanup/v134/2549eaecd7973599484d7c17b260dba0a4ecb94b/merge/v9/a6c9fde33151104705d4d7ff012ea9563521a3ce/jats-lookup/v90/0000000001_0000000264/records_8663_00000279.jsonl", 
    "type": "Chapter", 
    "url": "http://link.springer.com/10.1007/978-3-319-59758-4_27"
  }
]
 

Download the RDF metadata as:  json-ld nt turtle xml License info

HOW TO GET THIS DATA PROGRAMMATICALLY:

JSON-LD is a popular format for linked data which is fully compatible with JSON.

curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-59758-4_27'

N-Triples is a line-based linked data format ideal for batch operations.

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-59758-4_27'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-59758-4_27'

RDF/XML is a standard XML format for linked data.

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-59758-4_27'


 

This table displays all metadata directly associated to this object as RDF triples.

155 TRIPLES      23 PREDICATES      42 URIs      20 LITERALS      8 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-319-59758-4_27 schema:about anzsrc-for:11
2 anzsrc-for:1103
3 schema:author N69385ca17b08439a957f42d07cd4814d
4 schema:citation sg:pub.10.1038/clpt.2012.50
5 https://doi.org/10.1001/jamainternmed.2015.8033
6 https://doi.org/10.1002/art.34347
7 https://doi.org/10.1016/j.cct.2011.05.006
8 https://doi.org/10.1016/j.rcl.2012.04.005
9 https://doi.org/10.1097/brs.0b013e3181a103b1
10 https://doi.org/10.1097/brs.0b013e3181ba1531
11 https://doi.org/10.1097/j.pain.0000000000000609
12 https://doi.org/10.1136/bmj.b81
13 https://doi.org/10.1145/2470654.2470659
14 https://doi.org/10.1371/journal.pone.0059707
15 https://doi.org/10.2196/jmir.2127
16 https://doi.org/10.3822/ijtmb.v8i3.295
17 https://doi.org/10.7326/0003-4819-147-7-200710020-00007
18 https://doi.org/10.7326/0003-4819-147-7-200710020-00008
19 schema:datePublished 2017
20 schema:datePublishedReg 2017-01-01
21 schema:description Evidence is lacking for patient-reported effectiveness of treatments for most medical conditions and specifically for lower back pain. In this paper, we examined a consumer-based social network that collects patients’ treatment ratings as a potential source of evidence. Acknowledging the potential biases of this data set, we used propensity score matching and generalized linear regression to account for confounding variables. To evaluate validity, we compared results obtained by analyzing the patient reported data to results of evidence-based studies. Overall, there was agreement on the relationship between back pain and being obese. In addition, there was agreement about which treatments were effective or had no benefit. The patients’ ratings also point to new evidence that postural modification treatment is effective and that surgery is harmful to a large proportion of patients.
22 schema:editor N5a1f9fc11fd34416b809577e537f0f6f
23 schema:genre chapter
24 schema:inLanguage en
25 schema:isAccessibleForFree false
26 schema:isPartOf N42ff360361124e449c23a9c4b087b9aa
27 schema:name Is Crowdsourcing Patient-Reported Outcomes the Future of Evidence-Based Medicine? A Case Study of Back Pain
28 schema:pagination 245-255
29 schema:productId N28d47ac4a421422f8a97f48d6a9a0f73
30 N43fa6a540876484b94b967b77bf6cca3
31 N837071cb3fab4e7fb85582b1d3ffec23
32 schema:publisher N9ff8a29fbb5c47daa57b993d0db67390
33 schema:sameAs https://app.dimensions.ai/details/publication/pub.1086389916
34 https://doi.org/10.1007/978-3-319-59758-4_27
35 schema:sdDatePublished 2019-04-15T12:36
36 schema:sdLicense https://scigraph.springernature.com/explorer/license/
37 schema:sdPublisher N1e3fd741bc044c509852fc70873d635b
38 schema:url http://link.springer.com/10.1007/978-3-319-59758-4_27
39 sgo:license sg:explorer/license/
40 sgo:sdDataset chapters
41 rdf:type schema:Chapter
42 N19da7f5bf90146168185530a9ecc4599 rdf:first sg:person.01324655201.14
43 rdf:rest rdf:nil
44 N1e3fd741bc044c509852fc70873d635b schema:name Springer Nature - SN SciGraph project
45 rdf:type schema:Organization
46 N28d47ac4a421422f8a97f48d6a9a0f73 schema:name readcube_id
47 schema:value a6242b42ca3f3a14112875ce3bfab01cec2a0e133426b539592a6c9cbbc11eec
48 rdf:type schema:PropertyValue
49 N34897ca5eab749e1b74ae64e28f8f390 rdf:first N9b0da96ee2db4ce08ae72592022b8b8f
50 rdf:rest N3fa016a115e1494a8cc6cfe5f132eb1f
51 N3fa016a115e1494a8cc6cfe5f132eb1f rdf:first Ndea5da717bd949739a28d116273b0c19
52 rdf:rest rdf:nil
53 N42ff360361124e449c23a9c4b087b9aa schema:isbn 978-3-319-59757-7
54 978-3-319-59758-4
55 schema:name Artificial Intelligence in Medicine
56 rdf:type schema:Book
57 N43fa6a540876484b94b967b77bf6cca3 schema:name dimensions_id
58 schema:value pub.1086389916
59 rdf:type schema:PropertyValue
60 N51e573a60ed04783aa80ac0b8d44fc21 rdf:first sg:person.01040170717.97
61 rdf:rest N8f75a2b2090e4e5aa177c5c5b43d8bcf
62 N5a1f9fc11fd34416b809577e537f0f6f rdf:first Nc03a7df6b9cf40ad93f5ad190448ddbf
63 rdf:rest N954d4074e9e74d649a1c34803511d719
64 N69385ca17b08439a957f42d07cd4814d rdf:first sg:person.0620735362.45
65 rdf:rest N51e573a60ed04783aa80ac0b8d44fc21
66 N837071cb3fab4e7fb85582b1d3ffec23 schema:name doi
67 schema:value 10.1007/978-3-319-59758-4_27
68 rdf:type schema:PropertyValue
69 N8f75a2b2090e4e5aa177c5c5b43d8bcf rdf:first sg:person.0715656132.76
70 rdf:rest N19da7f5bf90146168185530a9ecc4599
71 N954d4074e9e74d649a1c34803511d719 rdf:first Na7a5333ee7fd45f0b31f009d9cde5a83
72 rdf:rest N34897ca5eab749e1b74ae64e28f8f390
73 N9b0da96ee2db4ce08ae72592022b8b8f schema:familyName Holmes
74 schema:givenName John H.
75 rdf:type schema:Person
76 N9ff8a29fbb5c47daa57b993d0db67390 schema:location Cham
77 schema:name Springer International Publishing
78 rdf:type schema:Organisation
79 Na7a5333ee7fd45f0b31f009d9cde5a83 schema:familyName Popow
80 schema:givenName Christian
81 rdf:type schema:Person
82 Nc03a7df6b9cf40ad93f5ad190448ddbf schema:familyName ten Teije
83 schema:givenName Annette
84 rdf:type schema:Person
85 Ndea5da717bd949739a28d116273b0c19 schema:familyName Sacchi
86 schema:givenName Lucia
87 rdf:type schema:Person
88 anzsrc-for:11 schema:inDefinedTermSet anzsrc-for:
89 schema:name Medical and Health Sciences
90 rdf:type schema:DefinedTerm
91 anzsrc-for:1103 schema:inDefinedTermSet anzsrc-for:
92 schema:name Clinical Sciences
93 rdf:type schema:DefinedTerm
94 sg:person.01040170717.97 schema:affiliation https://www.grid.ac/institutes/grid.5012.6
95 schema:familyName Leung
96 schema:givenName Tiffany I.
97 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01040170717.97
98 rdf:type schema:Person
99 sg:person.01324655201.14 schema:affiliation https://www.grid.ac/institutes/grid.5012.6
100 schema:familyName Dumontier
101 schema:givenName Michel
102 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01324655201.14
103 rdf:type schema:Person
104 sg:person.0620735362.45 schema:affiliation https://www.grid.ac/institutes/grid.18098.38
105 schema:familyName Peleg
106 schema:givenName Mor
107 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0620735362.45
108 rdf:type schema:Person
109 sg:person.0715656132.76 schema:affiliation https://www.grid.ac/institutes/grid.168010.e
110 schema:familyName Desai
111 schema:givenName Manisha
112 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0715656132.76
113 rdf:type schema:Person
114 sg:pub.10.1038/clpt.2012.50 schema:sameAs https://app.dimensions.ai/details/publication/pub.1024345853
115 https://doi.org/10.1038/clpt.2012.50
116 rdf:type schema:CreativeWork
117 https://doi.org/10.1001/jamainternmed.2015.8033 schema:sameAs https://app.dimensions.ai/details/publication/pub.1025507759
118 rdf:type schema:CreativeWork
119 https://doi.org/10.1002/art.34347 schema:sameAs https://app.dimensions.ai/details/publication/pub.1040692484
120 rdf:type schema:CreativeWork
121 https://doi.org/10.1016/j.cct.2011.05.006 schema:sameAs https://app.dimensions.ai/details/publication/pub.1049385949
122 rdf:type schema:CreativeWork
123 https://doi.org/10.1016/j.rcl.2012.04.005 schema:sameAs https://app.dimensions.ai/details/publication/pub.1021851199
124 rdf:type schema:CreativeWork
125 https://doi.org/10.1097/brs.0b013e3181a103b1 schema:sameAs https://app.dimensions.ai/details/publication/pub.1017260689
126 rdf:type schema:CreativeWork
127 https://doi.org/10.1097/brs.0b013e3181ba1531 schema:sameAs https://app.dimensions.ai/details/publication/pub.1040693244
128 rdf:type schema:CreativeWork
129 https://doi.org/10.1097/j.pain.0000000000000609 schema:sameAs https://app.dimensions.ai/details/publication/pub.1038095860
130 rdf:type schema:CreativeWork
131 https://doi.org/10.1136/bmj.b81 schema:sameAs https://app.dimensions.ai/details/publication/pub.1034589662
132 rdf:type schema:CreativeWork
133 https://doi.org/10.1145/2470654.2470659 schema:sameAs https://app.dimensions.ai/details/publication/pub.1034306129
134 rdf:type schema:CreativeWork
135 https://doi.org/10.1371/journal.pone.0059707 schema:sameAs https://app.dimensions.ai/details/publication/pub.1005073137
136 rdf:type schema:CreativeWork
137 https://doi.org/10.2196/jmir.2127 schema:sameAs https://app.dimensions.ai/details/publication/pub.1003805307
138 rdf:type schema:CreativeWork
139 https://doi.org/10.3822/ijtmb.v8i3.295 schema:sameAs https://app.dimensions.ai/details/publication/pub.1071441925
140 rdf:type schema:CreativeWork
141 https://doi.org/10.7326/0003-4819-147-7-200710020-00007 schema:sameAs https://app.dimensions.ai/details/publication/pub.1073709514
142 rdf:type schema:CreativeWork
143 https://doi.org/10.7326/0003-4819-147-7-200710020-00008 schema:sameAs https://app.dimensions.ai/details/publication/pub.1073709515
144 rdf:type schema:CreativeWork
145 https://www.grid.ac/institutes/grid.168010.e schema:alternateName Stanford University
146 schema:name Stanford University
147 rdf:type schema:Organization
148 https://www.grid.ac/institutes/grid.18098.38 schema:alternateName University of Haifa
149 schema:name Stanford University
150 University of Haifa
151 rdf:type schema:Organization
152 https://www.grid.ac/institutes/grid.5012.6 schema:alternateName Maastricht University
153 schema:name Maastricht University
154 Stanford University
155 rdf:type schema:Organization
 




Preview window. Press ESC to close (or click here)


...