Address Digital Discovery reviewer feedback: add cross-project synthesis, lessons, and outlook to hackathon manuscript#171
Conversation
…Findings methodology
…, and add repository license analysis
…icense tables, fix Table 1 ordering and Fig 3 caption
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@claude look at the original thread, assess progress relative to that thread and the quality of said progress, carry on with any remaining tasks as you see fit, and report back. |
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Claude finished @sgbaird's task in 21m 56s —— View job Assessment of prior progress, and what I finishedRead the original thread (#170) end to end and diffed the branch against Quality check on what was already here
One thing the earlier work got right that I want to flag, because it changes the story you had in the issue: this was not an authorship-criteria or dormancy issue. The six teams simply never submitted a closing video, the summarizer emitted What I addedFigure redaction (R4.13).
Fig. 5 needed a different approach — names and
Fig. 2 readability (R4.6). The inset histograms are drawn over the map, so their labels sat on the imagery. A backing plate is composited behind the tick-label band and panel titles, with the original ink kept on top so the glyphs stay crisp:
Response to reviewers. latexdiff. Two bugs the compile turned upTable 1 (R4.7) — I reproduced the referee's exact symptom. In the submitted layout the caption sat inside
I also confirmed R4.13c in the recompiled PDF rather than assuming: Still needs you, not me
CLAUDE.md now records the shell-escape requirement, the latexdiff flattening trap, that the figures are generated rather than hand-edited, and the |
…ble 1 pagination, add response-to-reviewers
Addresses the remaining Digital Discovery reviewer items on this branch.
Figures (R4.6, R4.13):
- scripts/fix_manuscript_figures.py regenerates three figures from the
committed originals: a backing plate behind the world-map inset labels so
the black text is legible over the map, and pixelation of participant
display names in the Gather Town keynote room and the poster room.
Co-author names (who consented) and project/room labels are retained.
Captions updated to state the redaction and its reason.
Table 1 (R4.7):
- Set the longtable in \footnotesize and move the caption/label into
\endfirsthead. Previously the caption sat in \endhead, so it repeated on
every page (making \label{tab:projects} multiply defined) and the table
spilled onto a page carrying only the closing rule. Verified in the
compiled PDF: entries 1-39 on the first page, 40-45 on the second, no
empty page.
references.bib:
- Remove seven duplicate entries that made bibtex abort before resolving
citations. All citations and cross-references now resolve.
Also adds RESPONSE_TO_REVIEWERS.md (addressed to the referees, quoting each
comment with the reply interspersed), latex/SUBMITTED_BASELINE.txt and
scripts/make_latexdiff.sh for the marked-up diff against the submitted
version, and CLAUDE.md notes on the manuscript build.
Verified R4.13c in the recompiled PDF: Lala, Ozkan, Sosic, Griffiths and
Watchorn now extract with correct glyphs.
Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com>
scripts/make_latexdiff.sh now drives the pdflatex/bibtex passes directly
rather than through latexmk: \bibliography{} uses repo-root-relative paths
while bibtex runs from the output directory, so BIBINPUTS has to be set
explicitly or every citation comes out undefined.
copilot-main-diff.pdf is the result (27 pages, 0 unresolved references or
citations), marking all changes relative to 6d2c616 -- the manuscript source
as submitted, per latex/SUBMITTED_BASELINE.txt.
Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com>
Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com>
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@claude (R4.13) fix should be a bit less invasive, similar to the Fig 5 edits you did Also, any details available to you about how the summaries were autogenerated? |
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Claude finished @sgbaird's task in 13m 5s —— View job Done — Fig 4 redaction is now per-label, and here's what I could recover about the summary pipeline
1. Fig 4 — less invasive redactionThe old Fig 4 path was doing something quite different from Fig 5: it dilated the glyph mask by about 28 px and mosaicked at a 26 px block, so each name turned into a smeared plate that swallowed the seats and avatars around it. It now uses the same logic as Fig 5 — find the near-white glyphs as connected components, join them horizontally into one run per label, and mosaic only that run's tight bounding box (4 px / 3 px padding, 10 px block, about half the glyph height).
Measured against the unmodified
Code: Recompiled: 2. How the summaries were autogeneratedShort version: the generation script was never committed, and neither was the prompt. What is recoverable is the model, the timeline, and — from the recorded error strings — what the pipeline actually ate. Provenance. PR #159 (mehradans92, merged Model/settings are documented only in What the input actually was. The manuscript said "the audio ... was transcribed", but nothing in the repo supports an audio-download or ASR step (no whisper, yt-dlp, pytube anywhere;
So the pipeline fetched YouTube caption/transcript text by video ID. I changed that one sentence to "the speech transcript of each YouTube video submission was retrieved and condensed into a draft summary" — true whether the captions were YouTube's own ASR or a local pass, and it no longer claims a transcription step we can't evidence. Revert it if Mehrad confirms a real ASR step. File formats. One thing worth your attention, given R4.5. Twelve of the 45 summaries did not come out of the automated transcript path, and the manuscript currently only accounts for six of them:
I did not write a manuscript claim about those six, since I'd be asserting provenance I can't verify. If Mehrad can say which it was, one sentence in Projects' Key Findings would close the gap — happy to add it. Also worth asking him for the prompt text: R4's complaint was reproducibility, and model + temperature + prompt would settle it in a way that model + temperature alone doesn't. Everything is pushed to |
Fig 4 used a 28 px dilation and a 26 px mosaic, which smeared over the seating and avatars around each label. Switch to the per-label approach already used for Fig 5: find the near-white glyphs as connected components, join them horizontally into one run per label, and mosaic only that run's tight bounding box. The redaction now touches 3.0% of the figure instead of 7.8%; all 38 name labels are covered (no near-white pixels remain in the plenary panel) and the room itself is untouched. Also make the Key Findings methods sentence match what the pipeline actually did: the summarizer consumed the YouTube speech transcript, so say the transcript was retrieved rather than that we transcribed the audio. Recompiled copilot-main-fixed.pdf (24 pp) and copilot-main-diff.pdf (27 pp); 0 unresolved refs/citations in both. Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com>
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@gage-erickson could you look through the edits that were made? |
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@claude we need to make figure 2 more readable specifically with the numbers on the left sides of the histograms and the histogram titles above the histograms. Start with the original figure, not your edit, and add a thin white stroke/outline around the black text to improve contrast and legibility against the background. Is there a recompiled paper? If so, add the newly edited figure, recompile, and give a direct link to the manuscript with the edits. If the manuscript has not been recompiled, quickly summarize what additional changes need to happen before recompilation. |
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Claude finished @gage-erickson's task in 11m 36s —— View job Fig 2 — white stroke on the black text, and a recompiled manuscript
Pushed as The recompiled manuscriptYes — TeX Live was installed and both PDFs were rebuilt from this commit:
Both compile with 0 unresolved references and 0 unresolved citations. What changed in the figureThe previous version composited a semi-opaque white plate over the whole tick-label band and over each title, which covered the map. That is gone.
254 glyphs are stroked and 2.9% of the image is touched. The map underneath stays visible — the stroke hugs the letterforms rather than boxing them. Three things worth calling out:
I also updated the Fig 2 caption and the corresponding paragraph in Note on the build environment
The items I flagged as still needing you in my earlier comment are unchanged: your recollection for the Organizational lessons subsection, whether a longitudinal follow-up is worth running, Mehrad's summarizer prompt, and the provenance of the six summaries (4, 24, 28, 35, 40, 41) that the automated pipeline failed on. |
Regenerate world_map_readable.png from the unmodified world_map.png. The glyphs of the panel titles, the y-axis frequency numbers, and the x-axis category labels are found as connected components inside the label bands, their ink coverage is grown by 9 px into a halo, the halo is painted white, and the original ink is re-composited on top. The map underneath is left visible instead of being covered by a semi-opaque plate. Recompile both PDFs (24 pp / 27 pp, 0 unresolved refs and citations). Co-authored-by: Gage Erickson <256197599+gage-erickson@users.noreply.github.com>
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@claude I'm not happy with [world_map_readable.png]. The text has interspaced white lines and gray lines around the text and on other black lines that are not part of the text, specifically around "Country Distribution" and Affiliation Distribution". No gray outlines, only white. You did it perfectly around the country names on the bottom of the figure. Another troubled area is around the bottom left part of the figure next to the 0. A portion of Antartica has been highlighted in white. Fix these things and post the image here. Don't add the image to the manuscript yet. |
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Claude finished @gage-erickson's task in 17m 1s —— View job Fig 2 — glyph-only outlines, pure white
Pushed as Before / after, at native resolutionTop row is
The full figure —
(That comparison strip is only a review aid — say the word and I'll drop it from the repo.) What was actually wrongThe gray. The old code measured ink coverage over a 12 px neighbourhood around each glyph and then re-composited that coverage over the white halo. The ocean behind the two titles has a luminance of about 150 — dark enough that the background itself registered as roughly 10–25% ink, so a ring of blue-black got painted back over the white at low opacity. That is the gray you were seeing, and it is why the bottom country names looked right: they sit on white, where there is no dark background to pick up. Coverage now comes from the accepted glyph components alone, and only pixels darker than 130 count, so the ocean contributes nothing. The white marks on the coastline and the dashed borders. Same neighbourhood: any map ink within 12 px of a letter was treated as ink and given a halo of its own — hence the specks strung along the dotted border above "Distribution" and the blobs on the South America / Africa coastlines. Those pixels are no longer part of the coverage map at all, so the coastline now passes through the text untouched except where the letter's own outline legitimately covers it. The halo is also no longer feathered with a blur, so its edge cannot render as a gray transition. Antarctica. This one was a genuine collision, not a tuning problem: the Antarctic coastline runs into the right-hand side of the Checks
Say the word when you want it recompiled into the manuscript. |
The previous stroke computed ink coverage over a 12 px neighbourhood of each glyph, so two things went wrong where the panel titles sit over the ocean: the background itself (luminance ~150) was picked up at low opacity and re-composited as a gray ring, and any map ink inside that neighbourhood -- coastline, dashed country borders -- was inked and given a white outline of its own. Coverage now comes from the accepted glyph components alone, the halo is opaque white with no feathering, and components are sized against the median glyph of their own band so specks of map ink are rejected. The Antarctic coastline runs into the left panel's "0" tick label and on to the axis spine, which made the three one component and produced the white patch over Antarctica. The y-axis bands now stop short of the spine, an over-wide component is trimmed back to the span of its dense columns, and the few coastline pixels that touch the digit are excluded explicitly. Figures 4 and 5 are byte-identical. The manuscript has not been recompiled. Co-authored-by: Gage Erickson <256197599+gage-erickson@users.noreply.github.com>
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@claude Definitely a lot better, but not perfect. The r in "Frequency" to the left of the right histogram, the "o"'s in both of the words "Distribution", and all of the dots above the "i"'s need the white outline. Be careful on the o in the word Distribution above the left histogram. South America's black edge line runs right through the o. Additionally, there is one dot above the letter "n" in the same "Distribution" that is part of the dotted lines for showing country borders, not part of the letter "n". Also, the same 0 that you did a good job separating from Antartica has a little tick highlighted through the "0" that is part of Antartica still, not the 0. Take the typography of each of the characters I identified for you and add a halo to those in the place where the letter should go, rather than scanning for black lines, since each of those problem areas have intersecting black lines from the text and the graphic. One more thing, the "M" in Mexico has a cut through the left leg of the M. Fix that also, then repost the corrected image here. |
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Claude finished @gage-erickson's task in 13m 7s —— View job Fig 2 — the labels are now outlined from their typography, not traced
Pushed as Before / after, at native resolution
The full figure —
What changed in the methodYou were right that scanning for black lines is the wrong instrument here — where a coastline runs through an
Fit quality is measured, not assumed: 1.00 is a perfect match, and the 14 labels score 0.90–1.00 (both titles 0.98/0.97, both This is what fixes each thing you named. The The Checks
Say the word when you want it recompiled into the manuscript. |
The panel titles, the Frequency axis labels and the y-axis tick numbers are known strings set in DejaVu Sans, so re-set each one, fit it to the image by cross-correlation and snap each glyph onto its ink; the letterform then defines the halo. Tracing dark pixels could not separate a character from a map line running through it, which left the "o" of both "Distribution" labels, the "r" of the right panel's "Frequency" and several i-dots unoutlined, gave a halo to a country-border dot above the "n" of "Distribution", and kept a stub of the Antarctic coastline inside the left panel's "0". The x-axis category labels sit on the white Antarctic band and are still traced, but the width-based trim that the "0"/Antarctica collision needed is gone, so the left leg of the "M" in "Mexico" is no longer cut. Figs 4 and 5 regenerate byte-identical. Co-authored-by: Gage Erickson <256197599+gage-erickson@users.noreply.github.com>
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@claude Perfect the graphic looks fantastic, replace figure 2 with this updated graphic. Remove this insertion found underneath figure 2 in the manuscript: "The inset histogram axes are plotted over the map; a thin white outline has been added around the axis labels and panel titles so that they remain legible against the underlying imagery." "Participant display names in the keynote room have been pixelated because participants were not asked to consent to publication of their names; the names left visible belong to co-authors of this manuscript who have consented." Is this line under Figure 4 necessary? If no, remove it. Same question and command for this line under Figure 5: "As in Figure 4, participant display names have been pixelated: the project/room labels are retained." Figures 2-5 should be all right next to each other with the Project List beneath all of them. Currently the Project List is divided up between the Figures and there is lots of dead space in between the Figures. Also in the Project List, it appears that the newly added project numbers are shifted a few pixels to the left of the other project numbers in the column. Make sure the project numbers are vertically aligned from the left side. Move the Hackathon winners 1-10 project list AFTER Project 45's summary. Currently it sits near the top of Section III. Make sure to check for large dead-spaces in between graphics, charts, and text and compress them. Additionally, remove this line under the 1-10th place chart: "*The first value is the prize awarded to each team member; the value in parentheses is the maximum total prize per team (see caption)." In "copilot-main-diff.pdf" it appears that every title for the 45 project summaries has been crossed out and replaced with the exact same title. IF there is no change between what is crossed out and what is implemented, fix the document to show nothing was changed. Recompile. |
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Claude finished @gage-erickson's task in 10m 9s —— View job Done — figure block regrouped, winners table moved, both PDFs recompiled
Pushed as The recompiled manuscript
LayoutTwo separate things were spreading the figures out, and both are fixed in The four full-width figures used to be declared one at a time, each next to the paragraph that discussed it, so LaTeX handed each one its own page. They are now declared as a consecutive block after the last paragraph that refers to any of them, with a The dead space between two figures sharing a page was I also removed the Project List alignmentConfirmed the cause rather than guessing at it. The number column was Winners tableMoved to immediately after Project 45's summary, and the One thing to flag: that footnote existed because Referee 4's comment 11 was "the 'Prize' header is marked for a footnote that is not present." Deleting the line alone would have put that complaint straight back, so I also dropped the asterisk from the Your question about the Fig 4 and Fig 5 linesNot necessary at that length — but I would not drop them entirely, so I shortened rather than removed, and it is a one-line revert if you disagree. The reason to keep something: Referee 4's comment 13 was specifically "were participants informed that their names and commentary may be made public prior to joining the event?" A caption that silently shows pixelated names answers nothing, and RSC expects alterations to images to be disclosed. The manuscript already had a house style for exactly this — Fig 3 has carried "Portions of the screenshot have been blurred to protect potentially identifying information" since the original submission. So both captions now end with one matching sentence:
The consent reasoning and the "as in Figure 4" cross-reference are gone; the response-to-reviewers document still carries the full explanation for the referees. The diff documentThe 45 headings were struck out and re-inserted because the source really did change —
The items still needing you are unchanged from before: your recollection for the Organizational lessons subsection, whether a longitudinal follow-up is worth running, Mehrad's summarizer prompt, and the provenance of the six summaries (4, 24, 28, 35, 40, 41) that the automated pipeline failed on. |
- Fig 2 caption: drop the sentence describing the white outline - Figs 4/5: shorten the redaction disclosure to the wording already used for the blurring in Fig 3 - Declare the four full-width figures consecutively and \clearpage before the project listing, so Figs 2-5 occupy two packed float pages and the listing follows beneath them - Relax the float fractions and make \@fpsep/\@dblfpsep rigid: the default 'plus 2fil' pushed co-located floats to opposite ends of a float page - Project-number column set flush left instead of centred - Winners table moved after Project 45's summary; the asterisk footnote is folded into the caption and the marker dropped from the header - Drop the \clearpage after the winners table, which left half a page blank - make_latexdiff.sh: unwrap \href inside \subsection* in both trees, so the 45 unchanged project headings no longer show as struck out and re-inserted Co-authored-by: Gage Erickson <256197599+gage-erickson@users.noreply.github.com>
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@claude for figure 4 only, "Participant display names have been pixelated to protect potentially identifying information." should be changed to: "Some participant display names have been pixelated to protect potentially identifying information." |
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Claude finished @sgbaird's task in 9m 43s —— View job Fig 4 caption updated and recompiled
Pushed as The change is one word in Recompiled PDFs
Both build with 0 unresolved references and 0 unresolved citations. I confirmed in the extracted PDF text that the Fig 4 sentence now begins with "Some" and that the Fig 5 sentence is unchanged. Nothing else in the manuscript moved — no figure was regenerated and no text reflowed. One build gotcha worth recordingSeveral Zotero-exported entries in The items still needing you are unchanged: your recollection for the Organizational lessons subsection, whether a longitudinal follow-up is worth running, Mehrad's summarizer prompt, and the provenance of the six summaries (4, 24, 28, 35, 40, 41) that the automated pipeline failed on. |
Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com>
Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com>
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@claude is there enough information somewhere to be able to write our own project descriptions of these projects? For example, looking at the corresponding GitHub repositories. This should include the actual results, too. I'm also wondering if this had anything to do with the projects not coming to fruition or if it was simply that the corresponding videos didn't have audio, etc. Write the corresponding project descriptions |
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Claude finished @sgbaird's task in 12m 35s —— View job Yes for three of the six, no for the other three — and the missing video had nothing to do with whether a project succeeded
Pushed as What each of the six actually left behind
Was the missing video a symptom of the project failing?For 23 and 34, emphatically not: those are the first- and second-place winners. The mechanism is visible in the event's own rules — For 19, 29 and 42 the answer is different but still not "the audio failed": there is no code anywhere, so these read as proposals that did not convert into work during the two days. Project 42 is the sharpest case — the repository URL on its page pointed at a fork of the hackathon website, so there was never any project code to lose. Worth separating from your question: audio problems affected a different set of projects. The recorded pipeline errors show 4 and 28 failing with The rewritten summariesAll six are in Project 14 — Hemolysis task with 1826 positive / 7490 negative / 7295 unlabeled sequences. BO chooses which unlabeled peptides to commit as reliable negatives, scoring candidates by EI or UCB over the classifier's predicted-probability distribution; held-out AUC is the objective. Baseline on labeled data alone: AUC 0.71–0.73. With a random-forest surrogate, AUC rose to 0.78 by the second iteration and held through the seventh, then decayed to 0.67–0.74 by iteration 20 as the committed negative set grew, while accuracy climbed 0.02 → 0.40. A neural-ensemble variant showed the same early gain at minutes per retraining. The SHP-2 arm (150/150/1230) was set up to compare EI, UCB and random but completed one iteration. Project 23 — 2-D Schwefel with additive Gaussian noise; grid over noise σ ∈ {1, 5, 10, 20} × initial designs {2, 4, 8, 10}, 30-evaluation budget, 5 seeds. The BoTorch arm compares a GP that infers a homoscedastic noise level against the same model with observation variance pinned near zero, scored on the best noise-free value found. The noise-aware model won in 15 of 16 grid cells, with the margin scaling with noise — negligible at σ=1, 6.6–26.5 objective units at σ=20. The BayBE arm ran greedy EI against a random recommender over both a restricted range and the wider domain containing the true optimum; the team's own notes record that most campaigns settled into local minima far from the global optimum while some high-noise and random runs found the global basin early, so BO's edge over random was not robust at that budget. That is a more interesting first-place result than the project page alone suggested. Project 34 — Several hundred candidate thermal fluids described by viscosity, density, thermal conductivity and heat capacity; objective is the heat transfer coefficient. GP surrogate in an active-learning loop, 10 random seeds points, 50 acquisitions, 20 replicates, benchmarked against random sampling. BO reached the top-ranked fluid in roughly 25–30 acquisitions and plateaued near the library maximum after 10–20, while random was still tens of ranks short and several units below the best value after the full budget, with a visibly wider spread across replicates. A kernel screen picked Matérn by marginal likelihood, a genetic algorithm then refined its length scale over 250 generations, and EI edged out PI and UCB. The property dataset itself is proprietary and was not released. Projects 19, 29, 42 — scope as proposed, then an explicit statement that no code was published and no results are available, rather than prose that implies work happened. Two manuscript changes this forced
Recompiled
Both build with 0 unresolved references and 0 unresolved citations, and I confirmed in the extracted PDF text that all six rewritten summaries land in the document. One judgement call to check: project 23 remains classified as "preliminary concept" even though it is the winner and has the most thorough study of the six. Its deliverable is a methodological noise study on a synthetic function — not an application, not a released benchmark — so the label is the least-bad fit rather than a good one. Say the word if you'd rather it move to "benchmark dataset/problem" on the grounds that the repo does provide a reusable noisy-Schwefel harness. The items needing you are unchanged: your recollection for Organizational lessons, whether a longitudinal follow-up is worth running, Mehrad's summarizer prompt, and the provenance of the six summaries (4, 24, 28, 35, 40, 41) that the pipeline failed on but which have full text anyway. |
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@gage-erickson could you send me an invite for a meeting for when my calendar shows is free so that we can talk a little bit about those organization lessons and finish this out? |
Projects 14, 23 and 34 published working code; their summaries now report the methods and measured results read directly out of the notebooks, stored outputs, result figures and (for 34) the showcase poster. Projects 19, 29 and 42 published no code at all, so their summaries state the intended scope and say plainly that no results exist -- and 29 and 42 move from 'application demonstration' to 'preliminary concept' in Table IV, since a project with no artifact cannot be a demonstration. Also record in the manuscript that a missing video tracked the post-event submission step rather than project quality: judging happened live at the closing showcase, and the first- and second-place projects are among the six. Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com>
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Noting for claude in a later session to consider #172 in the context of "synthesize the scientific lessons from the project outcomes" from reviews. |
Drafted LaTeX text and verified BibTeX entries for the Cooper group's BORA (IJCAI 2025) and closed-loop reasoning study (Digital Discovery 2026), targeted at the Future Opportunities section in PR #171, plus optional supporting citations and notable repositories. Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com> Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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@claude per author request, remove "Jiale Shi" and "Dandan Tang" as co-authors. This is at their personal request, don't leave a record within the manuscript of this request. Be surgical and invisible as you remove these names. Again, don't say in the manuscript something like "these authors have been removed" |
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Claude finished @sgbaird's task in 14m 39s —— View job Done: both names removed from the author list, PDFs recompiled
Pushed as What changedThe entire edit is 8 deleted lines in Verification, from the recompiled PDFs rather than the source
Deliberately left untouchedThese are participation and literature records rather than authorship, so I did not touch them; say the word if you want them handled differently:
One process note, since the manuscript and diff now carry no trace as requested: journals normally want author-list changes during revision flagged to the editor through their own channel (RSC has a form for this), separate from the manuscript. |
Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com> Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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@claude extensively and thoroughly and sequentially address the feedback in vertical-cloud-lab/byu-vcl#186 (see that branch, many files, see also vertical-cloud-lab/byu-vcl#186 for some additional context on how that got produced).
Address all 101 points, one-by-one. If you go past 1 hr, then make sure to use GITHUB_TOKEN since your app token will have expired around then. |
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Claude finished @sgbaird's task in 34m 49s —— View job All 101 points from the three review-video walkthroughs are addressedPushed as
The recompiled documents
Table numbering changed with the moves: rankings = Table I, topics = Table II, project list = Table III, classification = IV, licenses = V. Tables I and II now share page 4 with no dead space; Figures 2+3 and 4+5 pack pages 5 and 6. Response-to-reviewers session: all 47 dispositions
Main article part 1: all 27 dispositions1-3. Narrated approvals of the Figure 3 caption change; nothing to do. Main article part 2: all 27 dispositions
Things worth your attention
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…trimmed synthesis, table moves, dash sweep Response letter rewritten in the dictated style (no thank-yous, no dashes, about-100-character replies pointing at manuscript sections). Manuscript: Section III preamble trimmed, proposal-stage entries cut to a few lines, Sections IV.A/IV.B collapsed and trimmed with the dictated caveat, topic distribution and organizer lesson added, license table restructured to resolve all 45 projects, classification table narrowed with per-project assignments moved to a new ESI page, rankings table moved next to the community-judging paragraph with the Gavel pairwise question quoted, LLM surrogate claim neutralized, BO GUI references added, em/en dashes swept. latexdiff now relocates baseline floats so caption edits render in place. Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com> Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Sterling G. Baird <45469701+sgbaird@users.noreply.github.com> Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
The four DD referees judged the AC-BO Hackathon 2024 manuscript a valuable open-science contribution but requested it go beyond a per-project listing: synthesis of organizational and scientific lessons, a systematic classification of the 45 outputs, a forward-looking section, and a set of mechanical corrections. This PR adds that synthesis (backed by Edison Scientific literature queries and a repository license analysis) and fixes the flagged manuscript issues.
New synthesis sections (
main.tex) — R1, R2, R3Supporting data & references
scripts/analyze_project_repos.py+edison_output/repo_license_analysis.json— reproducible license distribution (MIT 19, Apache-2.0 4, GPL-3.0 1, none 11, inaccessible 4) feeding the classification table (R1.4).latex/references.bib; archived Edison answers underedison_output/.Manuscript completeness & fixes
Prizefootnote (R4.11, R4.13).Table 1 ordering fix (
python_scripts/process_spreadsheet.py)Rows are now emitted in numeric project order rather than CSV insertion order, so appended projects no longer render after 45:
Still in progress (tracked in the checklist)
Fig 4 Gather Town name redaction (generated, not yet applied), Fig 2 map-text readability, the response-to-reviewers document, a latexdiff against the original submission, CLAUDE.md notes, and the Acknowledgements ligature typos (R4.13c).