completeMetadata: Complete missing metadata via DOI lookup against Crossref and...
In bibliometrix: Comprehensive Science Mapping Analysis

completeMetadata

R Documentation

Complete missing metadata via DOI lookup against Crossref and OpenAlex

Description

Given a bibliometrix collection produced by convert2df, this function takes the subset of records that have a usable lookup key (a DOI or an OpenAlex Work ID) but are missing one or more of the analysis-relevant fields, queries the Crossref REST API (https://api.crossref.org/works) and/or OpenAlex (via openalexR) and fills the gaps with the values returned by those sources. Existing non-empty values are never overwritten.

Usage

completeMetadata(
  M,
  sources = c("openalex", "crossref"),
  fields = c("AB", "AU", "C1", "CR", "DT", "LA", "PY", "RP", "SO", "TC", "TI"),
  email = NULL,
  oa_apikey = NULL,
  batch_size = 20,
  max_records = Inf,
  progress = NULL,
  verbose = TRUE
)

Arguments

`M`	Bibliometrix data frame produced by `convert2df`.
`sources`	Character vector of enrichment sources. Default `c("openalex", "crossref")`. Order is irrelevant; OpenAlex always runs before Crossref. OpenAlex records are looked up by Work ID (`id_oa`) when present, otherwise by DOI.
`fields`	Character vector of WoS-codified fields to attempt to fill. Default `c("AB","AU","C1","CR","DT","LA","PY","RP","SO","TC","TI")`. `TC` is filled only by OpenAlex.
`email`	Optional contact email used as the Crossref polite-pool identifier and OpenAlex `mailto`. If `NULL`, the function falls back to the env var `BIBLIOMETRIX_EMAIL` or the persisted file `~/.biblio_openalex_email.txt`.
`oa_apikey`	Optional OpenAlex API key. If `NULL`, the function reads `Sys.getenv("openalexR.apikey")` and falls back to `~/.biblio_openalex_apikey.txt`. The OpenAlex pass works without a key (lower rate limit).
`batch_size`	Number of DOIs per Crossref batch request (default 20). OpenAlex uses a fixed batch size of 50 (the maximum that keeps URLs under length limits).
`max_records`	Optional cap on the number of records to enrich (useful for previewing). Default `Inf`.
`progress`	Optional callback `function(done, total, label)` invoked after each batch. Used by biblioshiny to drive a progress bar.
`verbose`	Logical. Print progress messages to the console.

Details

When both sources are enabled, OpenAlex runs first (broader coverage of AB/CR/C1/TC) and Crossref then fills the residual gaps. OpenAlex records are looked up by their Work ID (id_oa) when available - which is essential for collections imported from a minimal OpenAlex CSV export that omitted the DOI - and by DOI otherwise. Crossref is always keyed by DOI.

The vacancy predicate matches the one used by missingData: a cell is considered missing when it is NA or one of c("", "NA", "none", "NA,0000,NA").

Crossref cannot supply author keywords (DE), Keywords Plus (ID), Web of Science categories (WC), or citation counts (TC). OpenAlex covers TC, AB, AU, C1, CR, DT, LA, PY, RP, SO, TI well; OpenAlex keywords are AI-derived topic labels and not author keywords, so DE is off by default. ID and WC are always skipped.

Value

A list with components:

M: The enriched collection (same class as the input).
report: Long-format data.frame with one row per (field, source) summarising attempts, fills, and failures.
before: The mandatoryTags table from missingData(M) before enrichment.
after: The mandatoryTags table from missingData(M) after enrichment.

Provenance is attached to the returned collection as attr(M, "enrichment"), a long-format data.frame with columns SR, field, source, timestamp.

Examples

## Not run: 
data(scientometrics, package = "bibliometrixData")
res <- completeMetadata(scientometrics, email = "you@example.com")
res$report
res$after

## End(Not run)

bibliometrix documentation built on Aug. 29, 2026, 5:10 p.m.