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@@ -36,7 +36,7 @@ readouts in a structured set of tables. The final dataset contains:
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  - **1,120 oligo records** (1,000 generated non-control oligos + 120 controls)
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  - **5,600 assay instances** across multiple time points and replicates
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  - **16,800 replicate-level toxicity readouts**
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- - **128 tables** including 8 core modeling tables (oligo metadata, modifications, position-level modifications, biophysical, dose, assays, readouts, controls) plus per-source
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  evidence modules and supporting metadata files
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  The dataset is intended for use in developing, training, benchmarking,
@@ -188,6 +188,19 @@ The full calibration specification is recorded in
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  high) is a deliberate benchmark stratification chosen to produce a
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  non-trivial classification problem with both common and rare strata;
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  it is not a claim about wet-lab oligonucleotide toxicity prevalence.
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - Original source PDFs are not redistributed; sources are identified
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  through title-level metadata only.
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  - **1,120 oligo records** (1,000 generated non-control oligos + 120 controls)
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  - **5,600 assay instances** across multiple time points and replicates
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  - **16,800 replicate-level toxicity readouts**
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+ - **127 tables** comprising 8 core modeling tables (oligo metadata, aggregate chemistry, position-level modifications, biophysical, dose, assays, readouts, controls) plus per-source
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  evidence modules and supporting metadata files
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  The dataset is intended for use in developing, training, benchmarking,
 
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  high) is a deliberate benchmark stratification chosen to produce a
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  non-trivial classification problem with both common and rare strata;
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  it is not a claim about wet-lab oligonucleotide toxicity prevalence.
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+ - Of the 1,120 rows in `oligos.csv`, 1,089 represent oligos with
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+ explicit sequences (`sequence_length > 0`) and 31 represent context
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+ records without an administered oligo: vehicle/mock controls,
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+ clinical risk-score contexts, extracellular-vesicle delivery
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+ contexts, small-molecule rescue contexts, and non-administered
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+ injury-model contexts. These context records carry an
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+ `oligo_modality` value that explicitly indicates they are not
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+ administered oligos (e.g., `vehicle_mock`,
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+ `context_not_administered_oligo`,
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+ `extracellular_vesicle_context_not_oligo`,
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+ `clinical-risk-score-context`). Users restricting analysis to
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+ sequence-bearing oligos should filter on `sequence_length > 0` or on
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+ the modality field.
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  - Original source PDFs are not redistributed; sources are identified
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  through title-level metadata only.
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