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Table 1 Data elements, category, sources and existing automation work

From: Automating data extraction in systematic reviews: a systematic review

Data element

Category

Included in standards

Published method to extract?

Total number of participants

Participants

Cochrane, PICO, PECODR, PIBOSO, STARD

Yes [12, 13, 16–20, 23, 24, 28–30, 32, 39]

Settings

Participants

Cochrane, CONSORT, STARD

No

Diagnostic criteria

Participants

Cochrane, STARD

No

Age

Participants

Cochrane, STARD

Yes [24, 29, 39, 41]

Sex

Participants

Cochrane, STARD

Yes [24, 29, 41]

Country

Participants

Cochrane

Yes [24, 39]

Co-morbidity

Participants

Cochrane, STARD

Yes [21]

Socio-demographics

Participants

Cochrane, STARD

No

Spectrum of presenting symptoms, current treatments, recruitment centers

Participants

STARD

Yes [21, 24, 28, 29, 32, 41]

Ethnicity

Participants

Cochrane

Yes [41]

Date of study

Participants

Cochrane

Yes [39]

Date of recruitment and follow-up

Participants

CONSORT, STARD

No

Participant sampling

Participants

STARD

No

Total number of intervention groups

Intervention

Cochrane

Yes [34, 35]

Specific intervention

Intervention

Cochrane, PICO, PIBOSO, PECODR

Yes [12, 13, 16–20, 22, 24, 28, 34, 39, 40]

Intervention details (sufficient for replication, if feasible)

Intervention

Cochrane, CONSORT

Yes [36]

Integrity of intervention

Intervention

Cochrane

No

Outcomes and time points (i) collected; (ii) reported

Outcomes

Cochrane, CONSORT, PICO, PECODR, PIBOSO

Yes [12, 13, 16–20, 24, 25, 28, 34–36, 40]

Outcome definition (with diagnostic criteria if relevant)

Outcomes

Cochrane

No

Unit of measurement (if relevant)

Outcomes

Cochrane

No

For scales: upper and lower limits, and whether high or low score is good

Outcomes

Cochrane

No

Comparison

Comparisons

PICO, PECODR

Yes [12, 16, 22, 23]

Sample size

Results

Cochrane, CONSORT

Yes [36, 40]

Missing participants

Results

Cochrane

No

Summary data for each intervention group (e.g. 2 × 2 table for dichotomous data; means and SDs for continuous data)

Results

Cochrane, PECODR, STARD

No

Estimate of effect with confidence interval; P value

Results

Cochrane

No

Subgroup analyses

Results

Cochrane

No

Adverse events and side effects for each study group

Results

CONSORT, STARD

No

Overall evidence

Interpretation

CONSORT

Yes [26, 42]

Generalizability: external validity of trial findings

Interpretation

CONSORT

Yes [25]

Research questions and hypotheses

Objectives

CONSORT, PECODR, PIBOSO, STARD

Yes [24, 25]

Reference standard and its rationale

Method

STARD

No

Technical specifications of material and methods involved including how and when measurements were taken, and/or cite references for index tests and reference standard

Method

STARD

No

Study design

Method

Cochrane, PIBOSO

Yes [13, 18, 20, 24]

Total study duration

Method

Cochrane, PECODR

Yes [12, 29, 40]

Sequence generation

Method

Cochrane

Yes [27]

Allocation sequence concealment

Method

Cochrane

Yes [27]

Blinding

Method

Cochrane, CONSORT, STARD

Yes [27]

Methods used to generate random allocation sequence, implementation

Method

CONSORT, STARD

Yes [25]

Other concerns about bias

Method

Cochrane

No

Methods used to compare groups for primary outcomes and for additional analyses

Method

CONSORT, STARD

No

Methods for calculating test reproducibility

Method

STARD

No

Definition and rationale for the units, cutoffs and/or categories of the results of the index tests and reference standard

Method

STARD

No

Number, training, and expertise of the persons executing and reading the index tests and the reference standard

Method

STARD

No

Participant flow: flow of participants through each stage: randomly assigned, received intended treatment, completed study, analyzed for primary outcome, inclusion and exclusion criteria

Method

CONSORT

Yes [36, 37, 40]

Funding source

Miscellaneous

Cochrane

No

Key conclusions of the study authors

Miscellaneous

Cochrane

Yes [26]

Clinical applicability of the study findings

Miscellaneous

STARD

No

Miscellaneous comments from the study authors

Miscellaneous

Cochrane

No

References to other relevant studies

Miscellaneous

Cochrane

No

Correspondence required

Miscellaneous

Cochrane

No

Miscellaneous comments by the review authors

Miscellaneous

Cochrane

No