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ClarusC64/ABX-RM-013_ribosomal_protection_timing-v0.1

ABX-RM-013 Ribosomal Protection Timing Purpose Detect early ribosomal protection activity that precedes MIC crossing a resistant cutoff. Core pattern stress_index high ribosomal_protection_rel rises above a threshold translation_output_rel rebounds vs prior timepoint MIC stays below resistant_mic_cutoff_mg_L during the early window later MIC crosses resistant_mic_cutoff_mg_L Files data/train.csv data/test.csv scorer.py Schema Each row is one timepoint in a within strain series. Required… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-RM-013_ribosomal_protection_timing-v0.1.

sourceHugging Facemitupdated 8mo agoView on Hugging Face
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ABX-RM-013 Ribosomal Protection Timing

Purpose

Detect early ribosomal protection activity that precedes MIC crossing a resistant cutoff.

Core pattern

  • —stress_index high
  • —ribosomalprotectionrel rises above a threshold
  • —translationoutputrel rebounds vs prior timepoint
  • —MIC stays below resistantmiccutoffmgL during the early window
  • —later MIC crosses resistantmiccutoffmgL

Files

  • —data/train.csv
  • —data/test.csv
  • —scorer.py

Schema

Each row is one timepoint in a within strain series.

Required columns

  • —row_id
  • —series_id
  • —timepoint_h
  • —organism
  • —strain_id
  • —drug_name
  • —stress_index
  • —ribosomalprotectionrel
  • —translationoutputrel
  • —growthraterel
  • —micdrugmg_L
  • —resistantmiccutoffmgL
  • —media
  • —assay_method
  • —source_type
  • —riboprotectionsignal
  • —earliestriboprotection

Labels

  • —riboprotectionsignal
  • —1 for rows at or after the first confirmed protection point
  • —earliestriboprotection
  • —1 only for the first detected protection row in that series

Scorer logic in v1

  • —baseline is timepoint 0
  • —candidate protection point
  • —stress_index at least 0.80
  • —ribosomalprotectionrel at least 1.50
  • —translationoutputrel rebound of at least 0.20 vs previous timepoint
  • —MIC below cutoff and at most 2x baseline
  • —exclude ribosomal_protection spike then reversal artifacts
  • —confirmation
  • —later MIC crosses resistant cutoff

Evaluation

Run

  • —python scorer.py --path data/test.csv