
This release reorganizes the reproducibility package into four numbered modules aligned with the manuscript workflow: 01_expert_surveys/ — Round 1 and Round 2 expert-survey processing, validation, and final consensus weights. 02_platform_burden/ — platform-skill matrix, platform review data, and platform burden score calculation. 03_sensitivity/ — skill-weight, phase-weight, aggregation, and switching-point sensitivity analyses. 04_validation_round3/ — Round 3 direct pairwise platform-ranking validation. The release preserves the final manuscript-level reproducibility results: final 15-expert consensus weights after Round 2; final Total ISBI ranking; corrected sensitivity and switching-point outputs; Round 3 validation with 15 experts, 225 pairwise rows, 187 substantive comparisons, 144 framework-consistent comparisons, 77.01% agreement, and 72/88 = 81.82% agreement when both platform familiarity scores are at least 2.
If you use this reproducibility package, please cite it using the Zenodo DOI.
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
