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. 2022 Jun 3;2022:baac036. doi: 10.1093/database/baac036

Table 6.

Taxonomy of user-provided suggestions for improvement of GeMI

Data model
  • Consider additional fields provided by GEO (e.g. platform)

  • Allow a free schema, to include user-defined attributes (possibly, information about genotype or treatment)

  • Add more possibilities to denote unknown attribute values: non specified, not applicable, none User interface

  • Add information regarding the GSM in Panel B for user reference

  • Reshape screen to provide a more comprehensive initial view of panels


User corrections
  • Aim to user corrections’ normalization by providing guidelines and value references (e.g. for life stage values)

  • Provide feedback to the user when the sample to be annotated changes


Training and re-training phases
  • Return number and type of updated values after re-training

  • Perform a stronger training of the model with gene expression-related datasets (now skewed toward ChIP-seq)

  • Integrate the possibility of using parts of sentences suggested by users as ‘relevant for prediction’