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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: mit
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+ language:
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+ - en
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+ pretty_name: ABX-RM-012 Cell Wall Modification Progression
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+ tags:
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+ - antibiotics
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+ - resistance
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+ - cell-wall
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+ - remodeling
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+ - tabular
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+ task_categories:
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+ - tabular-classification
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+ size_categories:
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+ - n<1k
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+ ---
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+
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+ ABX-RM-012 Cell Wall Modification Progression
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+
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+ Purpose
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+
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+ Detect accumulating cell wall modification before MIC crosses a resistant cutoff and before treatment failure.
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+
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+ Core pattern
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+
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+ - stress_index high
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+ - cw_mod_index climbs and continues climbing
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+ - growth_rate_rel rebounds while MIC stays below cutoff
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+ - later MIC crosses resistant_mic_cutoff_mg_L
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+
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+ Files
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+
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+ - data/train.csv
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+ - data/test.csv
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+ - scorer.py
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+
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+ Schema
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+
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+ Each row is one timepoint in a within strain series.
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+
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+ Required columns
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+
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+ - row_id
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+ - series_id
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+ - timepoint_h
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+ - organism
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+ - strain_id
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+ - drug_name
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+ - stress_index
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+ - cw_mod_index
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+ - wall_thickness_nm
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+ - growth_rate_rel
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+ - mic_drug_mg_L
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+ - resistant_mic_cutoff_mg_L
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+ - media
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+ - assay_method
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+ - source_type
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+ - cw_progression_signal
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+ - earliest_cw_progression
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+
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+ Labels
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+
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+ - cw_progression_signal
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+ - 1 for rows at or after the first confirmed progression point
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+
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+ - earliest_cw_progression
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+ - 1 only for the first detected progression row in that series
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+
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+ Scorer logic in v1
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+
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+ - baseline is timepoint 0
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+ - candidate progression point
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+ - stress_index at least 0.80
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+ - cw_mod_index at least 0.30
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+ - next timepoint cw_mod_index increases by 0.10 or more
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+ - growth_rate_rel rebound of at least 0.20 vs previous timepoint
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+ - MIC below cutoff and at most 2x baseline
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+ - exclude cw_mod_index spike then reversal artifacts
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+ - confirmation
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+ - later MIC crosses resistant cutoff
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+
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+ Evaluation
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+
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+ Run
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+
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+ - python scorer.py --path data/test.csv