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MYS08HTEHX052AX · mystery · click to copyMVoynich Manuscript/Research sessions/SES0D8EPKD059SN
SES0D8EPKD059SN · session · click to copy

Session 9: The inquiry framework, the inductive battery, generated hypotheses and readings

2026-10-22 · ledger S-006 · explore · Kyle Prier, Claude (Anthropic)

Surveys of inquiry frameworks and inductive methods; the artifact-agnostic inquiry toolkit, with the whole project migrated into its ledger; a fourteen-method inductive battery against null texts; an exploration/confirmation split; generated hypotheses with readings, eight predictions tested on the held-back half; the v0.1 theory re-registered; ACH per question. The website's first looks were mocked from the real ledger.

Left open

5
Sign-off on the site's look and the book figuresSite look signed off; v1 of the site built from it.
Mock the remaining pagesDone for the main pages; some pages still need mockups.
A second rater for evidence linksOpen (next step N-003).
The layout-layer normalisationOpen (N-001).
Text-image correspondence on the herbal pagesOpen (N-002).

Questions raised

1
Not settled: One answer is ahead but not confirmed Why do spellings change at the end of a line? QST0D8K275R7MNB

Answers proposed

31
Likely: Best supported so far, not yet confirmed -m is a line-final form of -in / -n ANS0D8G02HR7ZT4
Ruled out: The evidence contradicts it Currier A and B are stages of one drifting system ANS0D8G02SJ4HDC
Ruled out: The evidence contradicts it Pharmacy labels name the herbal's ingredients ANS0D8G031C5JXN
Likely: Best supported so far, not yet confirmed Each herbal page opens with its plant's name ANS0D8G03967MY1
Ruled out: The evidence contradicts it A mnemonic or notational system ANS0D8G03H04NHH
Still possible: Not tested enough to call either way Heavily abbreviated Latin or vernacular ANS0D8G03RT3STZ
Still possible: Not tested enough to call either way Copied from an exemplar with different line breaks ANS0D8G040M4ZJW
Still possible: Not tested enough to call either way A natural language in an invented script ANS0D8G048E3AAR
Still possible: Not tested enough to call either way Latin or a vernacular under a table cipher ANS0D8G04G82R7C
Still possible: Not tested enough to call either way No plaintext: a procedure produced it ANS0D8G04R26QE0
Still possible: Not tested enough to call either way No plaintext: composed freely by hand ANS0D8G04ZW0AK0
Still possible: Not tested enough to call either way A later forgery on old parchment ANS0D8G057P4ADG
Still possible: Not tested enough to call either way A religious house's infirmary compendium ANS0D8G05FG0QNP
Still possible: Not tested enough to call either way A court or spa regimen of baths ANS0D8G05QA1NJQ
Still possible: Not tested enough to call either way A compendium of women's medicine ANS0D8G05Z46BW0
Still possible: Not tested enough to call either way An alchemical and distillation manual ANS0D8G066Y44M0
Still possible: Not tested enough to call either way A scholastic encyclopaedia of nature ANS0D8G06ER39DQ
Ruled out: The evidence contradicts it A real language in a new script ANS0D8GDH702MVA
Ruled out: The evidence contradicts it A cipher of a known language ANS0D8GDZVR7VJZ
Still possible: Not tested enough to call either way Heavy shorthand ANS0D8GEEGG31EW
Still possible: Not tested enough to call either way An invented language ANS0D8GEX583072
Likely: Best supported so far, not yet confirmed A notation or memory system ANS0D8GFBT007CR
Ruled out: The evidence contradicts it Generated by a procedure ANS0D8GFTER6VYK
Still possible: Not tested enough to call either way Made-up text, written freely ANS0D8GG93G7CGA
Still possible: Not tested enough to call either way A later forgery ANS0D8GGQR807QW
Still possible: Not tested enough to call either way Monastic or cloister infirmary compendium ANS0D8GH6D043ZS
Still possible: Not tested enough to call either way Court or spa regimen of baths ANS0D8GHN1R7896
Still possible: Not tested enough to call either way Women's medicine ANS0D8GJ3PG6HC2
Still possible: Not tested enough to call either way Astrological medicine (the v0.1 theory) ANS0D8GJJB85Q9G
Still possible: Not tested enough to call either way Alchemy and distillation ANS0D8GK1001GKG
Still possible: Not tested enough to call either way Scholastic encyclopaedia ANS0D8GKFMR7STV

Answers taken up again

2
Still possible: Not tested enough to call either way A constructed philosophical language (v0.1) ANS08JGB6A42K76
Ruled out: The evidence contradicts it An astrological-medical compendium (v0.1) ANS08JGB6HY13H6

Evidence found

18
Line position carries information about first glyphs EVD0D8GDVPY2KSV
Word classes are predictable from spelling EVD0D8GDVYR2R3A
Stems fall into ending classes EVD0D8GDW6J4ZP7
The main axis of vocabulary variation is Currier A against B (correlation 0.83), not the… EVD0D8GDWEC6YGM
Topics split the herbal pages into two families (ch-/sh-o-r words such as chol, chor,… EVD0D8GDWP62V5K
About 70 % of the vocabulary is unseen (Chao1 about 25,000 word types against 7,473… EVD0D8GDWY02FYM
Pages group by Currier language and scribe EVD0D8GDX5T2G54
Word choice does not follow pigment within a section (top-10 word-pigment correlations… EVD0D8GDXDM3X2X
Compression-distance clustering and change points track sections and A/B, but the… EVD0D8GDXNE5A3F
Aligning the A and B distributional spaces failed its own control (Latin aligned to… EVD0D8GDXX82B3H
-m is a line-final form of -in / -n EVD0D8GDY520WNV
On the confirmation half, A and B pages form two separate modes on the A-B axis… EVD0D8GDYCW2Q1B
Pharmaceutical labels occur in herbal running text no more often than other labels do (26… EVD0D8GDYMP3GWB
Herbal pages open with a word found on no other page EVD0D8GDYWG2XHY
First glyphs carry information about the section EVD0D8GDZ4A6NK3
Words of one or two glyphs are not commoner in the recipes than in the herbal (9.3 %… EVD0D8GDZC457PJ
Whole lines do not repeat as templates EVD0D8GDZKY2AGW
First and last glyphs predict context equally EVD0D8GDZVR4GRG

Runs

166
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: k RUN0D8EQ75T6RM8
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: k_best_perplexity RUN0D8EQ7DM7ZFT
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: heldout_perplexity RUN0D8EQ7NE5T1Q
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: nmi_section RUN0D8EQ7X8589H
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: nmi_lang RUN0D8EQ8521TPQ
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: nmi_hand RUN0D8EQ8CW2EQ3
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: nmi_quire RUN0D8EQ8MP7TPD
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: bifolio_z RUN0D8EQ8WG4TJE
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: mean_max_theta RUN0D8EQ94A5GFN
Distributional word classes (PPMI-SVD embeddings, k-means): vocab RUN0D8EQ9C46CCK
Distributional word classes (PPMI-SVD embeddings, k-means): nmi_class_first_letter RUN0D8EQ9KY06MX
Distributional word classes (PPMI-SVD embeddings, k-means): nmi_class_last_letter RUN0D8EQ9VR52P1
Distributional word classes (PPMI-SVD embeddings, k-means): nmi_class_length RUN0D8EQA3J6YY2
Distributional word classes (PPMI-SVD embeddings, k-means): nmi_class_line_position RUN0D8EQABC7Q83
Unsupervised morphology (Morfessor Baseline): types RUN0D8EQAK67X0N
Unsupervised morphology (Morfessor Baseline): morph_types RUN0D8EQAV06XR0
Unsupervised morphology (Morfessor Baseline): morphs_per_word RUN0D8EQB2T55HZ
Unsupervised morphology (Morfessor Baseline): paradigm_mean_endings RUN0D8EQBAM18D9
Unsupervised morphology (Morfessor Baseline): share_stems_with_3plus_endings RUN0D8EQBJE25XT
Change points along the book (PELT on page vocabulary): breaks RUN0D8EQBT874M6
Change points along the book (PELT on page vocabulary): share_at_section_boundary RUN0D8EQC221M2K
Change points along the book (PELT on page vocabulary): share_at_language_boundary RUN0D8EQC9W6133
Change points along the book (PELT on page vocabulary): share_at_hand_boundary RUN0D8EQCHP35AS
Change points along the book (PELT on page vocabulary): section_boundaries_found RUN0D8EQCSG5CMK
Correspondence analysis and seriation of pages: inertia_axis1 RUN0D8EQD1A12BX
Correspondence analysis and seriation of pages: inertia_axis2 RUN0D8EQD9423QJ
Correspondence analysis and seriation of pages: axis1_vs_langB RUN0D8EQDGY5267
Correspondence analysis and seriation of pages: axis1_vs_quire RUN0D8EQDRR227H
Correspondence analysis and seriation of pages: axis2_vs_langB RUN0D8EQE0J01VB
Normalised compression distance clustering of pages: nmi_section RUN0D8EQE8C4NNN
Normalised compression distance clustering of pages: nmi_lang RUN0D8EQEG62R92
Normalised compression distance clustering of pages: nmi_hand RUN0D8EQER01C0Q
Normalised compression distance clustering of pages: nmi_quire RUN0D8EQEZT08ES
Normalised compression distance clustering of pages: bifolio_z RUN0D8EQF7M3NPP
Line co-occurrence network communities (Louvain): nodes RUN0D8EQFFE2MSD
Line co-occurrence network communities (Louvain): edges RUN0D8EQFQ86X1Y
Line co-occurrence network communities (Louvain): communities RUN0D8EQFZ26289
Line co-occurrence network communities (Louvain): modularity RUN0D8EQG6W3YX4
Line co-occurrence network communities (Louvain): mean_section_concentration RUN0D8EQGEP0F3K
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): tokens RUN0D8EQGPG1C15
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): types RUN0D8EQGYA1DFH
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): singletons RUN0D8EQH646C40
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): doubletons RUN0D8EQHDY6ADZ
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): chao1 RUN0D8EQHNR0Y4H
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): unseen_share RUN0D8EQHXJ585N
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): good_turing_missing_mass RUN0D8EQJ5C6K1T
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): new_types_in_lost_leaves RUN0D8EQJD60F51
Information of line position about glyph features: mi_line_position_first RUN0D8EQJN042ZV
Information of line position about glyph features: mi_line_position_last RUN0D8EQJWT0NBM
Information of line position about glyph features: mi_line_position_length RUN0D8EQK4M27SP
Information of line position about glyph features: mean_len_first RUN0D8EQKCE3WQF
Information of line position about glyph features: mean_len_inside RUN0D8EQKM83VW2
Information of line position about glyph features: mean_len_last RUN0D8EQKW20WER
Burrows' Delta nearest neighbours and clusters: nn_same_section RUN0D8EQM3W0PMA
Burrows' Delta nearest neighbours and clusters: nn_same_lang RUN0D8EQMBP0TEN
Burrows' Delta nearest neighbours and clusters: nn_same_hand RUN0D8EQMKG03WM
Burrows' Delta nearest neighbours and clusters: nn_same_quire RUN0D8EQMVA2WH3
Burrows' Delta nearest neighbours and clusters: nmi_section RUN0D8EQN340NPZ
Burrows' Delta nearest neighbours and clusters: nmi_lang RUN0D8EQNAY1TJQ
Burrows' Delta nearest neighbours and clusters: nmi_hand RUN0D8EQNJR1V6F
Burrows' Delta nearest neighbours and clusters: nmi_quire RUN0D8EQNTJ2BKJ
Burrows' Delta nearest neighbours and clusters: pages RUN0D8EQP2C4JR3
Isolation-forest anomaly ranking of pages: top_score RUN0D8EQPA62V2Q
Isolation-forest anomaly ranking of pages: median_score RUN0D8EQPJ01VPB
Stem x ending grid (Kober-style) and ending dependence on stem: stems RUN0D8EQPST0BZQ
Stem x ending grid (Kober-style) and ending dependence on stem: ending_entropy RUN0D8EQQ1M21QT
Stem x ending grid (Kober-style) and ending dependence on stem: stem_ending_mi RUN0D8EQQ9E7XNQ
Stem x ending grid (Kober-style) and ending dependence on stem: dependence RUN0D8EQQH86F9H
Stem x ending grid (Kober-style) and ending dependence on stem: class_fit_residual RUN0D8EQQS26YVD
A <-> B alignment of distributional spaces (orthogonal Procrustes): shared RUN0D8EQR0W4XCN
A <-> B alignment of distributional spaces (orthogonal Procrustes): heldout_self_alignment RUN0D8EQR8P3F1R
A <-> B alignment of distributional spaces (orthogonal Procrustes): a_only_words RUN0D8EQRGG2YFX
A <-> B alignment of distributional spaces (orthogonal Procrustes): a_only_mapped_to_edit1 RUN0D8EQRRA4K70
A <-> B alignment of distributional spaces (orthogonal Procrustes): random_edit1 RUN0D8EQS0426GX
Vocabulary against pigment coverage, within-section null: green_top10_abs_rho RUN0D8EQS7Y5RVA
Vocabulary against pigment coverage, within-section null: green_z_within_section RUN0D8EQSFR6V7V
Vocabulary against pigment coverage, within-section null: blue_top10_abs_rho RUN0D8EQSQJ1T42
Vocabulary against pigment coverage, within-section null: blue_z_within_section RUN0D8EQSZC2531
Vocabulary against pigment coverage, within-section null: red_top10_abs_rho RUN0D8EQT762NVB
Vocabulary against pigment coverage, within-section null: red_z_within_section RUN0D8EQTF013EY
Vocabulary against pigment coverage, within-section null: pages RUN0D8EQTPT3GVJ
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): tokens RUN0D8EQTYM3T30
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): types RUN0D8EQV6E6Q57
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): singletons RUN0D8EQVE87HBC
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): doubletons RUN0D8EQVP26EFK
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): chao1 RUN0D8EQVXW1XZH
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): unseen_share RUN0D8EQW5P55H7
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): good_turing_missing_mass RUN0D8EQWDG69ZV
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves): new_types_in_lost_leaves RUN0D8EQWNA7MR6
Information of line position about glyph features: mi_line_position_first RUN0D8EQWX4719A
Information of line position about glyph features: mi_line_position_last RUN0D8EQX4Y1CKH
Information of line position about glyph features: mi_line_position_length RUN0D8EQXCR4P7B
Information of line position about glyph features: mean_len_first RUN0D8EQXMJ7CPW
Information of line position about glyph features: mean_len_inside RUN0D8EQXWC2M12
Information of line position about glyph features: mean_len_last RUN0D8EQY461G37
Correspondence analysis and seriation of pages: inertia_axis1 RUN0D8EQYC02SDZ
Correspondence analysis and seriation of pages: inertia_axis2 RUN0D8EQYKT69GX
Correspondence analysis and seriation of pages: axis1_vs_langB RUN0D8EQYVM46V1
Correspondence analysis and seriation of pages: axis1_vs_quire RUN0D8EQZ3E3XG9
Correspondence analysis and seriation of pages: axis2_vs_langB RUN0D8EQZB802H6
Change points along the book (PELT on page vocabulary): breaks RUN0D8EQZK25HNP
Change points along the book (PELT on page vocabulary): share_at_section_boundary RUN0D8EQZTW3EVQ
Change points along the book (PELT on page vocabulary): share_at_language_boundary RUN0D8ER02P2AFH
Change points along the book (PELT on page vocabulary): share_at_hand_boundary RUN0D8ER0AG6Q5Q
Change points along the book (PELT on page vocabulary): section_boundaries_found RUN0D8ER0JA3MCT
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: k RUN0D8ER0T41ES9
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: k_best_perplexity RUN0D8ER11Y2PG9
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: heldout_perplexity RUN0D8ER19R6BNR
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: nmi_section RUN0D8ER1HJ0X98
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: nmi_lang RUN0D8ER1SC1JZK
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: nmi_hand RUN0D8ER2160EXV
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: nmi_quire RUN0D8ER2902QKX
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: bifolio_z RUN0D8ER2GT7YPJ
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10: mean_max_theta RUN0D8ER2RM38VK
Unsupervised morphology (Morfessor Baseline): types RUN0D8ER30E393X
Unsupervised morphology (Morfessor Baseline): morph_types RUN0D8ER3880CVS
Unsupervised morphology (Morfessor Baseline): morphs_per_word RUN0D8ER3G21BWB
Unsupervised morphology (Morfessor Baseline): paradigm_mean_endings RUN0D8ER3QW7RHA
Unsupervised morphology (Morfessor Baseline): share_stems_with_3plus_endings RUN0D8ER3ZP4BDQ
Normalised compression distance clustering of pages: nmi_section RUN0D8ER47G02HJ
Normalised compression distance clustering of pages: nmi_lang RUN0D8ER4FA4P1R
Normalised compression distance clustering of pages: nmi_hand RUN0D8ER4Q4373Q
Normalised compression distance clustering of pages: nmi_quire RUN0D8ER4YY45CY
Normalised compression distance clustering of pages: bifolio_z RUN0D8ER56R7KZM
Line co-occurrence network communities (Louvain): nodes RUN0D8ER5EJ4AT5
Line co-occurrence network communities (Louvain): edges RUN0D8ER5PC5T2X
Line co-occurrence network communities (Louvain): communities RUN0D8ER5Y645GF
Line co-occurrence network communities (Louvain): modularity RUN0D8ER6605ZS8
Line co-occurrence network communities (Louvain): mean_section_concentration RUN0D8ER6DT5201
Vocabulary against pigment coverage, within-section null: green_top10_abs_rho RUN0D8ER6NM1QH2
Vocabulary against pigment coverage, within-section null: green_z_within_section RUN0D8ER6XE6NRT
Vocabulary against pigment coverage, within-section null: blue_top10_abs_rho RUN0D8ER7581665
Vocabulary against pigment coverage, within-section null: blue_z_within_section RUN0D8ER7D24R3X
Vocabulary against pigment coverage, within-section null: red_top10_abs_rho RUN0D8ER7MW7914
Vocabulary against pigment coverage, within-section null: red_z_within_section RUN0D8ER7WP3T4F
Vocabulary against pigment coverage, within-section null: pages RUN0D8ER84G2NVD
Burrows' Delta nearest neighbours and clusters: nn_same_section RUN0D8ER8CA4SAR
Burrows' Delta nearest neighbours and clusters: nn_same_lang RUN0D8ER8M42XP3
Burrows' Delta nearest neighbours and clusters: nn_same_hand RUN0D8ER8VY1HBG
Burrows' Delta nearest neighbours and clusters: nn_same_quire RUN0D8ER93R4VT9
Burrows' Delta nearest neighbours and clusters: nmi_section RUN0D8ER9BJ26DQ
Burrows' Delta nearest neighbours and clusters: nmi_lang RUN0D8ER9KC2JWN
Burrows' Delta nearest neighbours and clusters: nmi_hand RUN0D8ER9V62KYF
Burrows' Delta nearest neighbours and clusters: nmi_quire RUN0D8ERA302S5D
Burrows' Delta nearest neighbours and clusters: pages RUN0D8ERAAT4T8V
Isolation-forest anomaly ranking of pages: top_score RUN0D8ERAJM4WKT
Isolation-forest anomaly ranking of pages: median_score RUN0D8ERATE6WE8
Stem x ending grid (Kober-style) and ending dependence on stem: stems RUN0D8ERB280EW3
Stem x ending grid (Kober-style) and ending dependence on stem: ending_entropy RUN0D8ERBA23KS1
Stem x ending grid (Kober-style) and ending dependence on stem: stem_ending_mi RUN0D8ERBHW0Q0Q
Stem x ending grid (Kober-style) and ending dependence on stem: dependence RUN0D8ERBSP4Z0S
Stem x ending grid (Kober-style) and ending dependence on stem: class_fit_residual RUN0D8ERC1G4MVH
A <-> B alignment of distributional spaces (orthogonal Procrustes): shared RUN0D8ERC9A0JEZ
A <-> B alignment of distributional spaces (orthogonal Procrustes): heldout_self_alignment RUN0D8ERCH40AMR
A <-> B alignment of distributional spaces (orthogonal Procrustes): a_only_words RUN0D8ERCRY4Q9H
A <-> B alignment of distributional spaces (orthogonal Procrustes): a_only_mapped_to_edit1 RUN0D8ERD0R2HNF
A <-> B alignment of distributional spaces (orthogonal Procrustes): random_edit1 RUN0D8ERD8J33HH
Confirmation tests of S-006 candidates on the held-back half: -m share at line end vs inside, stems with both -m and -in/-n (half C)
supported
 RUN0D8ERDGC7GHF
Confirmation tests of S-006 candidates on the held-back half: bimodality coefficient of half-C pages on the E-fitted A-B axis;…
bimodal: two systems
 RUN0D8ERDR612S9
Confirmation tests of S-006 candidates on the held-back half: share of pharmaceutical label types found in half-C herbal running…
not supported
 RUN0D8ERE002J6W
Confirmation tests of S-006 candidates on the held-back half: herbal pages (half C): first word unique to its page vs rest of first…
supported
 RUN0D8ERE7T7NHN
Confirmation tests of S-006 candidates on the held-back half: MI(first glyph; section) as a share of MI(word; section), half C
prefix carries more topic than in Latin
 RUN0D8EREFM6MGS
Confirmation tests of S-006 candidates on the held-back half: share of ol-initial words by section (v0.1 M-03 predicted…
see values
 RUN0D8EREQE2NRT
Confirmation tests of S-006 candidates on the held-back half: share of 1-2 glyph words by section, half C (recipe reading predicts…
not supported
 RUN0D8EREZ82HVE
Confirmation tests of S-006 candidates on the held-back half: repeat rate of whole-line class templates / line-initial class pairs…
not supported
 RUN0D8ERF7246QY
Confirmation tests of S-006 candidates on the held-back half: mean context similarity of word pairs sharing only their first glyph…
prefix predicts context more (category prefixes)
 RUN0D8ERFEW2Y9R

Methods used

18
Topic model (LDA) of pages, k by held-out perplexity and fixed k=10 MTH08JFXD4Y38JF
Distributional word classes (PPMI-SVD embeddings, k-means) MTH08JFXDCR6J0N
Unsupervised morphology (Morfessor Baseline) MTH08JFXDMJ63Z0
Change points along the book (PELT on page vocabulary) MTH08JFXDWC0W7E
Correspondence analysis and seriation of pages MTH08JFXE464FC4
Normalised compression distance clustering of pages MTH08JFXEC03D13
Line co-occurrence network communities (Louvain) MTH08JFXEKT6VW1
Unseen vocabulary (Chao1, Good-Turing, Good-Toulmin for the lost leaves) MTH08JFXEVM125B
Information of line position about glyph features MTH08JFXF3E25QZ
Burrows' Delta nearest neighbours and clusters MTH08JFXFB81N4X
Isolation-forest anomaly ranking of pages MTH08JFXFK26N8M
Stem x ending grid (Kober-style) and ending dependence on stem MTH08JFXFTW1FHJ
A <-> B alignment of distributional spaces (orthogonal Procrustes) MTH08JFXG2P5EB9
Vocabulary against pigment coverage, within-section null MTH08JFXGAG409G
Morphological box (Zwicky) over maker, place, language, encoding, genre, purpose MTH08JFXGJA7VQ6
Model-assisted generation and readings, filtered by the gates MTH08JFXGT46K6K
Differential list from a surprising finding MTH08JFXH1Y0T7Y
Confirmation tests of S-006 candidates on the held-back half MTH08JFXH9R3Z6X

Datasets used

3
Zandbergen-Landini transliteration ZL3b (EVA, IVTFF 2.0, 13 May 2025) DAT08JFZFSR41PZ
Latin plaintext of the manuscript's genres, by section (built from D-LATLIB) DAT08JFZHGE64ZP
Exploration / confirmation split by bifolium (106 / 101 pages), SHA-256 d58bdc56568b1d46 DAT08JFZJQG5X29

Sources consulted

227
The Voynich manuscript SRC08JHMK0R5EW8
How many glyphs and how many scribes? Digital paleography and the Voynich manuscript SRC08JHRPVG4Z28
Singulion structure and the Voynich manuscript SRC08JHT2SR33NX
The linguistics of the Voynich manuscript SRC08JHTHEG6MSY
Character entropy in modern and historical texts: comparison metrics for an undeciphered manuscript SRC08JHV0383RBG
Keywords and co-occurrence patterns in the Voynich manuscript: an information-theoretic analysis SRC08JHX9B03EPJ
Probing the statistical properties of unknown texts: application to the Voynich manuscript SRC08JHXQZR1JG9
A possible generating algorithm of the Voynich manuscript SRC08JHZ3Y07R9B
The Naibbe cipher: a substitution cipher that encrypts Latin and Italian as Voynich manuscript-like ciphertext SRC08JHZJJR0Z8T
Decoding anagrammed texts written in an unknown language and script SRC08JJ017G5ZM5
What We Know About the Voynich Manuscript SRC08JJ5H0G4MG5
The Solution of the Zodiac Killer's 340-Character Cipher SRC08JJ5ZN87Z8V
A Glyph Is Not a Letter, a Token Is Not a Word, a Space Is Not a Space SRC08JJ6EA05YRN
Gibberish after All? Voynichese Is Statistically Similar to Human-Produced Samples of Meaningless Text SRC08JJ7T885G0C
How the Voynich Manuscript Was Created SRC08JJ88X07VNB
Deciphering Mary Stuart's Lost Letters from 1578–1584 SRC08JJCCQR5TWW
Segmenting Numerical Substitution Ciphers SRC08JJDRP052CH
Bayesian Online Changepoint Detection SRC0D8MPVR0448T
Can Sequence-to-Sequence Models Crack Substitution Ciphers? SRC0D8MPW7M6NX5
Beyond Word Frequency: Bursts, Lulls, and Scaling in the Temporal Distributions of Words SRC0D8MPXEP6PY0
Creativity As an Exact Science SRC0D8MPXPG7J4P
Analysis of Evidence (2nd ed.) SRC0D8MPYDY4M33
Structural constraints and morphological paradigms of the Voynich Pisces folio (f70v2) SRC0D8MPYXJ1KWK
Interrogating Indus inscriptions to unravel their mechanisms of meaning conveyance SRC0D8MPZ5C410P
Evaluating the Stability of Embedding-based Word Similarities SRC0D8MPZN023JK
Learning topic models -- provably and efficiently SRC0D8MPZWT3E3R
A Spectral Algorithm for Seriation and the Consecutive Ones Problem SRC0D8MQ0W23AVZ
Fitting a mixture model by expectation maximization to discover motifs in biopolymers SRC0D8MQ13W68P7
GRADE guidelines: 3. Rating the quality of evidence SRC0D8MQ1BP6P28
The phylogeny of The Canterbury Tales SRC0D8MQ1VA3SYP
Matching Words and Pictures SRC0D8MQ234547E
Partitioning the turnover and nestedness components of beta diversity SRC0D8MQ2AY1E5E
A Solution to the CIA's Kryptos Code Is Found after 35 Years SRC0D8MQ2JR1SKH
Exploratory Multivariate Analysis in Archaeology SRC0D8MQ3A611SS
Decipherment with a Million Random Restarts SRC0D8MQ4S22G4V
Latent Dirichlet Allocation SRC0D8MQ5RA65S8
A correlated topic model of Science SRC0D8MQ60430RW
Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models SRC0D8MQ67Y4FQR
Fast unfolding of communities in large networks SRC0D8MQ6QJ74KW
Erdős Problems SRC0D8MQ6ZC2834
Enriching Word Vectors with Subword Information SRC0D8MQ7F02GWR
Sign Clustering and Topic Extraction in Proto-Elamite SRC0D8MQ7YM27YR
Science and Statistics SRC0D8MQ8XW53MR
Class-Based n-gram Models of Natural Language SRC0D8MQ9DG1E1G
Neighbor-Net: An Agglomerative Method for the Construction of Phylogenetic Networks SRC0D8MQ9X4390B
'Delta': a Measure of Stylistic Difference and a Guide to Likely Authorship SRC0D8MQACR578Y
Emerging Properties in Self-Supervised Vision Transformers SRC0D8MQBKT12AM
Level statistics of words: Finding keywords in literary texts and symbolic sequences SRC0D8MQBVM5VHM
An Analysis of the Relationship between Words within the Voynich Manuscript SRC0D8MQC3E01KN
The Decipherment of Linear B SRC0D8MQCK23T17
The Method of Multiple Working Hypotheses SRC0D8MQCTW2KTD
Nonparametric estimation of the number of classes in a population SRC0D8MQD2P55M9
Estimating the Population Size for Capture-Recapture Data with Unequal Catchability SRC0D8MQDAG6FEV
A Simple Framework for Contrastive Learning of Visual Representations SRC0D8MQDJA215J
Empirical estimates of adaptation: the chance of two noriegas is closer to p/2 than p2 SRC0D8MQF160R26
The SWAN biomedical discourse ontology SRC0D8MQF9063WX
Clustering by Compression SRC0D8MQFGT0HDJ
Combining distributional and morphological information for part of speech induction SRC0D8MQFRM2ESY
Micropublications: a semantic model for claims, evidence, arguments and annotations in biomedical communications SRC0D8MQG0E2YQT
Predicting protein structures with a multiplayer online game SRC0D8MQHYY4R8S
Unsupervised deep learning supports reclassification of Bronze age cypriot writing system SRC0D8MQJ6R4GRV
Unsupervised models for morpheme segmentation and morphology learning SRC0D8MQK6071T5
Framework for Innovation (the Double Diamond) SRC0D8MQPV60RHZ
Nextflow enables reproducible computational workflows SRC0D8MQQJM028N
Abduction SRC0D8MQR287A67
Quantifying origin and character of long-range correlations in narrative texts SRC0D8MQRHW32R6
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary SRC0D8MQRSP5NDN
Profile hidden Markov models SRC0D8MQS1G1JM6
Rolling stylometry SRC0D8MQS9A1SRY
Stylometry with R: A Package for Computational Text Analysis SRC0D8MQSH45W1G
Estimating the number of unseen species: How many words did Shakespeare know? SRC0D8MQT0R4X6W
Living Systematic Reviews: An Emerging Opportunity to Narrow the Evidence-Practice Gap SRC0D8MQT8J2MXA
The Paradigm Discovery Problem SRC0D8MQTGC5B8V
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilization SRC0D8MQVFM66A1
Demystifying the Scribes behind the Voynich Manuscript using Computational Linguistic Techniques SRC0D8MQVQE6D3K
Rightward and Downward Grapheme Distributions in the Voynich Manuscript SRC0D8MQVZ82ECA
A General Structure for Legal Arguments About Evidence Using Bayesian Networks SRC0D8MQW727DEH
The invention of writing on Rapa Nui (Easter Island). New radiocarbon dates on the Rongorongo script SRC0D8MQWEW6RB2
The Riddle of the Labyrinth: The Quest to Crack an Ancient Code SRC0D8MQXXR1FZH
Decoding the ancient Greek astronomical calculator known as the Antikythera Mechanism SRC0D8MQY5J38KW
A Model of the Cosmos in the ancient Greek Antikythera Mechanism SRC0D8MQYDC4S7K
Anchored Correlation Explanation: Topic Modeling with Minimal Domain Knowledge SRC0D8MQYX03Q5M
A network approach to topic models SRC0D8MR0BW2WYY
Robin: A multi-agent system for automating scientific discovery SRC0D8MR0KP2ZX4
The Discovery of Grounded Theory SRC0D8MR1B43ZVM
Burstiness and Memory in Complex Systems SRC0D8MR1JY1NS9
A Bayesian framework for word segmentation: Exploring the effects of context SRC0D8MR22J01FN
The Population Frequencies of Species and the Estimation of Population Parameters SRC0D8MR2AC6ACS
Towards an AI co-scientist SRC0D8MR2T06QMH
Massively collaborative mathematics SRC0D8MR31T521X
Correspondence Analysis in Practice SRC0D8MR39M4R27
BERTopic: Neural topic modeling with a class-based TF-IDF procedure SRC0D8MR3S80XEZ
The anatomy of a nanopublication SRC0D8MR4124EW8
node2vec: Scalable Feature Learning for Networks SRC0D8MR48W6NK2
GRADE: an emerging consensus on rating quality of evidence and strength of recommendations SRC0D8MR50A54NH
Getting Things in Order: An Introduction to the R Package seriation SRC0D8MR5840CX9
Diachronic Word Embeddings Reveal Statistical Laws of Semantic Change SRC0D8MR5FY3GP1
Psychology of Intelligence Analysis SRC0D8MR8DP5PKH
Structured Analytic Techniques for Intelligence Analysis SRC0D8MR8NG2384
δ Plots: A Tool for Analyzing Phylogenetic Distance Data SRC0D8MR9MR6QXA
Relations Between Two Sets of Variates SRC0D8MRAC664J5
Somerton Man Mystery May Have Finally Been Solved Using DNA From His Death Mask SRC0D8MRB3M4R4Q
Puzzlehunting 201 SRC0D8MRBK84E3A
Incorporating Lexical Priors into Topic Models SRC0D8MRC2W344Y
Open Research Knowledge Graph: Next Generation Infrastructure for Semantic Scholarly Knowledge SRC0D8MRCAP2F5A
Adaptor Grammars: A Framework for Specifying Compositional Nonparametric Bayesian Models SRC0D8MRCJG5DKV
Decipherment of Substitution Ciphers with Neural Language Models SRC0D8MRCTA3TW7
Multifractal detrended fluctuation analysis of nonstationary time series SRC0D8MRD241Q9J
Stochastic blockmodels and community structure in networks SRC0D8MRD9Y6WEC
Bayes Factors SRC0D8MRDHR36EB
Abundance matrices and seriation in archaeology SRC0D8MRE1C40J8
Words of Estimative Probability SRC0D8MRE965J72
Authenticating the writings of Julius Caesar SRC0D8MREH069VH
Artificial Paleography: Computational Approaches to Identifying Script Types in Medieval Manuscripts SRC0D8MRERT3W26
Forgotten books: The application of unseen species models to the survival of culture SRC0D8MRF0M7ZHS
Optimal Detection of Changepoints With a Linear Computational Cost SRC0D8MRFG84Q9M
Unsupervised Consonant-Vowel Prediction over Hundreds of Languages SRC0D8MRFR25EZD
Compound Probabilistic Context-Free Grammars for Grammar Induction SRC0D8MRFZW2TG5
Functional genomic hypothesis generation and experimentation by a robot scientist SRC0D8MRG7P5QR5
Corpus-based induction of syntactic structure: models of dependency and constituency SRC0D8MRH6Y18C8
Performing a Project Premortem SRC0D8MRHER67JZ
The Copiale Cipher SRC0D8MRHYC21DW
Inflection in Linear Class B: 1-Declension SRC0D8MRJXM7GG0
Determining if two documents are written by the same author SRC0D8MRMCG5395
Falsification and the Methodology of Scientific Research Programmes SRC0D8MRN3Y1HSN
Why Don't We Decipher an Outdated Cipher System? The Codex of Rohonc SRC0D8MRPJT4ZVJ
Off-line dictionary-based compression SRC0D8MRPTM3KGM
Modelling the Rongorongo tablets: A new transcription of the Échancrée tablet and the foundation for decipherment attempts SRC0D8MRS8R27K3
Proceedings of the International Conference on the Voynich Manuscript 2022 SRC0D8MRT065TZA
The Application of Latent Semantic Analysis to the Voynich Manuscript SRC0D8MRTQM2740
PROV-O: The PROV Ontology SRC0D8MRTZE4SMV
A Massive Machine-Learning Approach For Classical Cipher Type Detection Using Feature Engineering SRC0D8MRVPW1TWP
Improving Distributional Similarity with Lessons Learned from Word Embeddings SRC0D8MRWP4136A
Disambiguating Voynich manuscript transliterations with word embeddings SRC0D8MRWXY141H
Galaxy Zoo: morphologies derived from visual inspection of galaxies from the Sloan Digital Sky Survey ★ SRC0D8MRYWE47CX
Inference to the Best Explanation SRC0D8MRZ483X84
Isolation Forest SRC0D8MRZC23553
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery SRC0D8MRZVP5B5H
Neural Decipherment via Minimum-Cost Flow: From Ugaritic to Linear B SRC0D8MS03G760C
Deciphering Undersegmented Ancient Scripts Using Phonetic Prior SRC0D8MS0BA506A
The detection of disease clustering and a generalized regression approach SRC0D8MS0TY2R3A
Recurrence plots for the analysis of complex systems SRC0D8MS12R5Y9X
Guidance Note for Lead Authors of the IPCC Fifth Assessment Report on Consistent Treatment of Uncertainties SRC0D8MS1JC1MCS
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction SRC0D8MS2HM7Q7D
Psychological Strategies for Winning a Geopolitical Forecasting Tournament SRC0D8MS4ZR5TC8
Algorithms for discovering repeated patterns in multidimensional representations of polyphonic music SRC0D8MS57J7A67
Compression-based geometric pattern discovery in music SRC0D8MS5FC2DHC
Efficient Estimation of Word Representations in Vector Space SRC0D8MS5Q62555
Optimizing Semantic Coherence in Topic Models SRC0D8MS5Z053QW
History of the Mystery Hunt SRC0D8MS6EM4T4F
Sustainable data analysis with Snakemake SRC0D8MS6Y87P8S
Recent Progress in Deciphering Proto-Elamite SRC0D8MS7623N33
A Zipf-preserving, long-range correlated surrogate for written language and other symbolic sequences SRC0D8MS85A48VF
Ventris-Chadwick correspondence archive SRC0D8MS8MY1KVA
Parallel Texts in the Hebrew Bible, New Methods and Visualizations SRC0D8MS8WR6CN3
Identifying Hierarchical Structure in Sequences: A linear-time algorithm SRC0D8MS9CC4ESV
The preregistration revolution SRC0D8MSA3T3RF6
Cipher Type Detection SRC0D8MSAKE3C90
Berkeley Protocol on Digital Open Source Investigations SRC0D8MSB322KYC
Research Debt SRC0D8MSBAW3C0M
Keyword detection in natural languages and DNA SRC0D8MSCSR3M3R
Examining the history of Voynich Glyphs using Phylogenetic Methods SRC0D8MSD1J1S5W
Directionality of the Voynich Script SRC0D8MSD9C36BV
Collected Papers of Charles Sanders Peirce, vol. 5 SRC0D8MSE0T1Z4N
Hierarchical Block Structures and High-Resolution Model Selection in Large Networks SRC0D8MSE8M10VF
Mosaic organization of DNA nucleotides SRC0D8MSHP01809
Voynich Manuscript: word vectors and t-SNE visualization of some patterns SRC0D8MSJ5M2JV1
Sequences in Prehistoric Remains SRC0D8MSJDE6TXY
Strong Inference: Certain systematic methods of scientific thinking may produce much more rapid progress than others SRC0D8MSKWA5THN
Rapanui writing and the Rapanui language: preliminary results of a statistical analysis SRC0D8MSMVJ7FK4
Automated Topic Analysis of the Voynich Manuscript SRC0D8MSN3C6BV2
Inside the Voynich Network: graph analysis SRC0D8MSNK016P5
Learning Transferable Visual Models From Natural Language Supervision SRC0D8MSPAE61XH
Entropic Evidence for Linguistic Structure in the Indus Script SRC0D8MSPJ858B9
Bayesian Inference for Zodiac and Other Homophonic Ciphers SRC0D8MSQ1W0XDE
Wicked Problems – Social Messes: Decision Support Modelling with Morphological Analysis SRC0D8MSR8Y5QWW
A Unifying Tool for Linear Multivariate Statistical Methods: The RV- Coefficient SRC0D8MSRGR76KV
stm: An R Package for Structural Topic Models SRC0D8MSS0C47K6
Evaluating methods for computer-assisted stemmatology using artificial benchmark data sets SRC0D8MSS8622AA
The Author-Topic Model for Authors and Documents SRC0D8MSSG00YE6
Criminal Investigative Failures SRC0D8MSSQT5QBN
The Effects of Data Size and Frequency Range on Distributional Semantic Models SRC0D8MSV6P7BFM
SigLA: The Signs of Linear A. A palaeographical database SRC0D8MSVEG69YA
Substitution Cipher Based on The Voynich Manuscript SRC0D8MSX567NRN
Neural Machine Translation of Rare Words with Subword Units SRC0D8MSXMT0C6K
Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers SRC0D8MSYM22TPN
The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas SRC0D8MSYVW3VXJ
Many Analysts, One Data Set: Making Transparent How Variations in Analytic Choices Affect Results SRC0D8MSZ3P6A4Z
Specification curve analysis SRC0D8MSZKA0JX9
Computational Methods for Uncovering Reprinted Texts in Antebellum Newspapers SRC0D8MT0AR55RE
Evidence Gap Maps — A Tool for Promoting Evidence-Informed Policy and Prioritizing Future Research SRC0D8MT0JJ3AGV
A Statistical Model for Lost Language Decipherment SRC0D8MT0TC6Y9Q
Packaging research artefacts with RO-Crate SRC0D8MT1A042PG
A Statistical Comparison of Written Language and Nonlinguistic Symbol Systems SRC0D8MT1SM3EB0
The Taxonomy of Writing Systems: How to Measure How Logographic a System Is SRC0D8MT21E3EWR
Seven Habits of Highly Eccentric Paragraphs SRC0D8MT2983BSQ
Stylochronometry: Stylistic Development, Sequence of Composition, and Relative Dating SRC0D8MT2H207P6
Increasing Transparency Through a Multiverse Analysis SRC0D8MT2RW3E1F
Topic Modeling in the Voynich Manuscript SRC0D8MT30P5JDK
Fish Oil, Raynaud's Syndrome, and Undiscovered Public Knowledge SRC0D8MT3ZY5PWK
Cracking Cicada 3301: The Future of Collaborative Puzzle-Solving SRC0D8MT4FJ6CB8
What BPE Reveals about the Internal Structure of Voynichese SRC0D8MT6E21MEP
Hierarchical Dirichlet Processes SRC0D8MT6NW7Z4N
Superforecasting: The Art and Science of Prediction SRC0D8MT6XP19FV
Did Shakespeare Write a Newly-Discovered Poem? SRC0D8MT75G5B24
The Singulion and the Sequence (review) SRC0D8MT9BT6KGC
Theory Construction in Qualitative Research: From Grounded Theory to Abductive Analysis SRC0D8MT9KM332G
The Uses of Argument SRC0D8MTAJW17HZ
Exploratory Data Analysis SRC0D8MTBAA7RFB
We Need Both Exploratory and Confirmatory SRC0D8MTBJ443D8
A Generative Grammar Underlying the Voynich Manuscript, the Pastiche Hypothesis: Evidence from Large Language Models SRC0D8MTBSY0GB9
Argument Maps Improve Critical Thinking SRC0D8MTC1R45M4
A Tradecraft Primer: Structured Analytic Techniques for Improving Intelligence Analysis SRC0D8MTCS62B2J
Evidence for Greek Dialect in the Mycenaean Archives SRC0D8MTDGM65BD
Work Notes on Minoan Language Research and Other Unedited Papers (ed. A. Sacconi) SRC0D8MTDRE34Z9
Evaluation methods for topic models SRC0D8MTGEC0BBC
Dynamical assessment of physiological systems and states using recurrence plot strategies SRC0D8MTGY0782Q
The Principles of Judicial Proof SRC0D8MTH5T0VWB
A computational pipeline for crowdsourced transcriptions of Ancient Greek papyrus fragments SRC0D8MTHX85NBW
Cheaper faster drug development validated by the repositioning of drugs against neglected tropical diseases SRC0D8MTJ520N72
Statistical Analysis of the Indus Script Using n-Grams SRC0D8MTJMP7V2Q
A biterm topic model for short texts SRC0D8MTK4A48PH
Accelerating the Machine Learning Lifecycle with MLflow SRC0D8MTKVR43NH
Voynich MS - Quire 20 SRC0D8MTPHP4WYZ
A new Transliteration Alphabet brings new Evidence of Word Structure and Multiple "languages" in the Voynich Manuscript SRC0D8MTR8C6A9M
Hypothesis Generation with Large Language Models SRC0D8MTRG6095Q
Discovery, Invention, Research through the Morphological Approach SRC0D8MTRZT225A

What it produced

2
Survey: frameworks of inquiry (deduction, induction, abduction) SRC0D8NJD3419ZB
Survey: inductive methods from fourteen fields SRC0D8NJDAY13ME

The session's log

Date: 2026-10-22

  • Surveys: inquiry frameworks across deduction, induction and abduction, including non-academic practice (Zodiac 340, Linear B work notes, Kryptos/Tamam Shud, Bellingcat, ACH, differential diagnosis, superforecasting, Polymath, morphological boxes) → REPORT_inquiry_framework.md; inductive methods from fourteen fields with a ranked top 15 and a battery design → REPORT_inductive_methods.md.
  • Built the artifact-agnostic toolkit mysteriesdept/inquiry (data model, ledger store with lint and freeze, inq CLI with resume/state/ach/box/export/tex, ACH scoring per question with capped likelihood ratios and an under-tested flag, hypothesis box, website builder with two themes, screenshot tool). FRAMEWORK.md (method) and README.md (use).
  • Migrated the whole inquiry into the Voynich ledger (inquiry/ledger/): 6 sessions, 23 questions, 59 findings, 53 hypotheses (25 registered + H-STRUCT-REPEAT + 10 v0.1 claims re-registered + 7 generated + 4 genre + 6 theory leads), 8 readings, 14 theories in three contrast sets, 135 evidence links, 245 runs (the 81 rows of results.csv plus this session's), 10 next steps. Lint clean; migration re-runs from the sources.
  • Data layer (inductive/out/tokens.parquet, 38,077 tokens with page, quire, bifolium, section, scribe, language, locus, line, position) and an exploration/confirmation split by bifolium (106/101 pages, SHA-256 d58bdc56...).
  • Inductive battery (14 methods × manuscript, sectioned Latin, slot grammar, shuffled), on all pages and on half E: topics, word classes, Morfessor, change points, seriation, NCD, co-occurrence communities, unseen vocabulary, layout information, Delta, isolation forest, paradigm grid, A↔B alignment, pigment.
  • Generated hypotheses (box, differential, model-assisted) with readings (reading × encoding), and tested eight predictions on half C: -m is a line-final form of -in/-n (31 % vs 2.4 %, z 26); herbal pages open with a page-specific word (71 % vs 31 %; Latin 18 vs 24); A and B are two modes, not a drift; pharmacy labels are not herbal-text words; first glyphs carry three times Latin's topic information; lines are not repeated templates; short words are not commoner in recipes; prefix vs ending context similarity about equal.
  • v0.1 reassessed: its lexical readings refuted at precondition; its constructed-language and astrological-medicine framings re-registered as open hypotheses with successor readings; its ol- claim partly holds (ol- commonest in the bathing pages).
  • Synthesis: current account written into the ledger; ACH per question (notational answers least contradicted but least tested; natural language, cipher and generated text most contradicted; genre answers all under-tested).
  • Mockups: website in two looks (W1 Atlas, W2 Observatory) built from the real ledger and screenshotted at 2×, plus book figures B1a, B1b and B2, in a private design-review page. Awaiting sign-off before building further pages or adding the figures to the book.
  • Open: sign-off on the site look and book figures; mock the remaining pages; second rater for evidence links; the layout-layer normalisation; text-image correspondence on the herbal pages.