Question
You are given a dataset (single_cell_dynamics_question.csv) of time-resolved single-cell measurements from 600 cells, each tracked over 250 consecutive time points. Each row corresponds to one cell at one time point and includes: enhancer coordinates: enh_x, enh_y, enh_z (nm), promoter coordinates: prom_x, prom_y, prom_z (nm), transcription - whether nascent transcription was detected at that time point (0/1). Define the enhancer-promoter distance as the 3D Euclidean distance. Define a proximity event (“contact”) deterministically as the distance <= 260nm. Based only on the quantities you computed above, select the single most defensible conclusion. Choose exactly one. A. Enhancer–promoter proximity and transcription are independent processes with no functional relationship. B. Transcriptional activity promotes enhancer–promoter proximity. C. Enhancer–promoter proximity promotes transcriptional activity. D. Contact and transcription share a feedback loop. E. An alternate explanation not covered here. Respond with a single letter (A-E).
- Predicted answer
DMost likely answer for this question; not uniquely determined from submitted scores.
- Domain
- Epigenomics
- Question style
- Synthetic/Augmented Data
An answer can be uniquely inferred for 54 of 100 questions from submitted scores. Green: correct · Red: incorrect. For questions without a uniquely determined answer: Blue: matches prediction · Orange: differs from prediction. These are inferred answer checks, not official per-question grades.
Galaxy
12/12 terminal item results
UDT = user-defined tool: custom code executed by Galaxy. Route badges summarize analysis tools, excluding uploads and automatic conversions. How usage is counted.
Codex GPT-5.5
3 replicates
Codex GPT-5.5
Replicate 1
Matches predictionUDT-only
AnswerD
WorkflowContact Transcription Lag Analysis→Contact Transcription Transition Strata
- Total tokens
- 340.1K
- Output
- 6.9K
Codex GPT-5.5
Replicate 2
Matches predictionUDT + standard tools
AnswerD
WorkflowSingle-cell contact diagnostics→Single cell contact diagnostics v2→UDT render probe v1→UDT render probe v2→Csv To Tabular→5 more tools
- Total tokens
- 3.5M
- Output
- 21.9K
Codex GPT-5.5
Replicate 3
Matches predictionUDT + standard tools
AnswerD
WorkflowContact diagnostic→Contact diagnostic v2→Contact diagnostic v3→Contact diagnostic v4→Constant probe→3 more tools
- Total tokens
- 3.0M
- Output
- 20.3K
Codex GPT-5.6 Sol
3 replicates
Codex GPT-5.6 Sol
Replicate 1
Matches predictionUDT-only
AnswerD
WorkflowContact transcription temporal diagnostic→Final contact transcription direction analysis
- Total tokens
- 632.0K
- Output
- 6.3K
Codex GPT-5.6 Sol
Replicate 2
Matches predictionUDT + standard tools
AnswerD
WorkflowContact direction diagnostic→Csv To Tabular→Table Compute→Paste1→Filter Tabular→3 more tools
- Total tokens
- 12.2M
- Output
- 28.1K
Codex GPT-5.6 Sol
Replicate 3
Matches predictionUDT + standard tools
AnswerD
WorkflowContact transcription temporal diagnostic→Contact transcription temporal diagnostic v2→Contact transcription temporal diagnostic v3→Csv To Tabular→Add A Column1→1 more tools
- Total tokens
- 3.3M
- Output
- 15.9K
Codex + DeepSeek-v4-pro-0813
3 replicates
Codex + DeepSeek-v4-pro-0813
Replicate 1
Matches predictionUDT + standard tools
AnswerD
WorkflowSingle Cell Dynamics Diagnostic→Single Cell Dynamics Diagnostic v2→Single Cell Dynamics Lag Analysis→Single Cell Dynamics Cell Level Analysis
- Total tokens
- 540.9K
- Output
- 18.2K
Codex + DeepSeek-v4-pro-0813
Replicate 2
Matches predictionUDT + standard tools
AnswerD
WorkflowAdd A Column1→Summary Statistics1→Datamash Ops→EP lag analysis→EP transition analysis
- Total tokens
- 1.6M
- Output
- 20.7K
Codex + DeepSeek-v4-pro-0813
Replicate 3
Matches predictionUDT + standard tools
AnswerD
WorkflowAdd A Column1→proximity_transcription_analysis→event_centered_analysis→stratified_transitions
- Total tokens
- 2.1M
- Output
- 25.2K
Codex GPT-5.6 Luna
3 replicates
Codex GPT-5.6 Luna
Replicate 1
Matches predictionUDT + standard tools
AnswerD
WorkflowAdd A Column1→Single-cell dynamics diagnostic→Single-cell directed transition confirmation
- Total tokens
- 1.1M
- Output
- 21.3K
Codex GPT-5.6 Luna
Replicate 2
Matches predictionUDT-only
AnswerD
WorkflowSingle-cell dynamics diagnostic→Single-cell dynamics full analysis
- Total tokens
- 435.7K
- Output
- 17.4K
Codex GPT-5.6 Luna
Replicate 3
Matches predictionUDT + standard tools
AnswerD
WorkflowCsv To Tabular→Add A Column1→probe_udt→single_cell_contact_temporal_analysis→udt_input_binding_probe→6 more tools
- Total tokens
- 4.2M
- Output
- 29.3K