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Create data/train.csv
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id,sequence_length,predicted_confidence,disorder_fraction,binding_site_uncertainty,experimental_support,model_disagreement,proposed_use,gold_uncertainty_flag,gold_uncertainty_type,gold_recommendation
PSU-001,312,0.92,0.05,low,cryo_em_support,low,drug_design,no,low_uncertainty,Proceed with structure guided design
PSU-002,148,0.61,0.38,high,no_experimental_data,medium,drug_design,yes,disorder_high,Validate with NMR or disorder analysis before use
PSU-003,402,0.75,0.12,medium,low_resolution_xray,high,mutation_mapping,yes,model_disagreement,Compare models and seek experimental validation
PSU-004,95,0.58,0.55,high,no_experimental_data,low,function_annotation,yes,high_disorder,Use sequence motifs and avoid rigid structure assumptions
PSU-005,520,0.88,0.07,low,cryo_em_support,low,docking,no,low_uncertainty,Proceed with docking cautiously
PSU-006,210,0.66,0.22,medium,no_experimental_data,high,drug_design,yes,confidence_borderline,Obtain additional modeling or experimental support
PSU-007,333,0.48,0.41,high,no_experimental_data,high,binding_analysis,yes,confidence_low,Do not rely on structure for binding inference
PSU-008,275,0.81,0.09,low,xray_support,medium,mutation_mapping,no,moderate_confidence,Proceed but monitor uncertain loops
PSU-009,180,0.57,0.33,medium,no_experimental_data,medium,function_annotation,yes,confidence_borderline,Use ensemble predictions and avoid single model reliance
PSU-010,430,0.93,0.04,low,cryo_em_support,low,drug_design,no,low_uncertainty,Proceed with structure driven pipeline