Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:17212830

A multi-treatment experimental system to examine photosynthetic differentiation in the maize leaf.

Ruairidh J H Sawers · Peng Liu · Katya Anufrikova · J T Gene Hwang · Thomas P Brutnell

BMC genomics · 2007 doi:10.1186/1471-2164-8-12

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:17212830
kind
science-record
content_hash
sha256:9f8249669b43c845c46c3a5e0bd0998d104571038358f5a1723fb836da3b0707
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:00Z
updated_at
2026-11-01T21:58:03Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
A multi-treatment experimental system to examine photosynthetic differentiation in the maize leaf.
doi
10.1186/1471-2164-8-12
pmid
17212830
authors array · 5 items
[0]
Ruairidh J H Sawers
[1]
Peng Liu
[2]
Katya Anufrikova
[3]
J T Gene Hwang
[4]
Thomas P Brutnell
journal
BMC genomics
year
2007
abstract
BACKGROUND: The establishment of C4 photosynthesis in maize is associated with differential accumulation of gene transcripts and proteins between bundle sheath and mesophyll photosynthetic cell types. We have physically separated photosynthetic cell types in the leaf blade to characterize differences in gene expression by microarray analysis. Additional control treatments were used to account for transcriptional changes induced by cell preparation treatments. To analyse these data, we have developed a statistical model to compare gene expression values derived from multiple, partially confounded, treatment groups. RESULTS: Differential gene expression in the leaves of wild-type maize seedlings was characterized using the latest release of a maize long-oligonucleotide microarray produced by the Maize Array Project consortium. The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890. Data was analysed with and without consideration of cell preparation associated stress. CONCLUSION: Empirical comparison of the two analyses suggested that consideration of stress helped to reduce the false identification of stress responsive transcripts as cell-type enriched. Using our model including a stress term, we identified 8% of features as differentially expressed between bundle sheath and mesophyll cell types under control of false discovery rate of 5%. An estimate of the overall proportion of differentially accumulating transcripts (1-pi0) suggested that as many as 18% of the genes may be differentially expressed between B and M. The analytical model presented here is generally applicable to gene expression data and demonstrates the use of statistical elimination of confounding effects such as stress in the context of microarray analysis. We discuss the implications of the high degree of differential transcript accumulation observed with regard to both the establishment and engineering of the C4 syndrome.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The q-value procedure of Storey et al. [37] was used to control the false discovery rate (FDR).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:17212830
locator
sections[4] "Construction of a model to include a stress term in the analysis of the B and M data set" paragraph 12
quote
The q-value procedure of Storey et al. [37] was used to control the false discovery rate (FDR).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:17212830
locator
sections[0] "Abstract" paragraph 2
quote
The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The study used a stress-term statistical model on maize microarray data available through NCBI GEO series GSE3890 and found that “Using our model including a stress term, we identified 8% of features as differentially expressed between bundle sheath and mesophyll cell types under control of false discovery rate of 5%.”
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:17212830
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
id
obtain_source_data
order
2
name
Obtain the source data from the named repository
kind
data-preparation
state
complete
blocked_on
null
description
The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE3890
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
complete
blocked_on
null
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE3890
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 2 items
[0] object · 15 fields
id
source:pmid:17212830
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/1471-2164-8-12
sha256
sha256:67e50bc4798ee7f06dc627fcd3ee1e219bc3ec10c531a2681a7997ea66ea7406
bytes
45014
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/1471-2164-8-12
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC1790712
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE3890
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3890
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE3890
version
null
note
The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890.
access_statement_kind
data_availability_statement
sample_accessions array · 24 items
[0]
GSM88824
[1]
GSM88825
[2]
GSM88826
[3]
GSM88827
[4]
GSM88828
[5]
GSM88829
[6]
GSM88830
[7]
GSM88831
[8]
GSM88832
[9]
GSM88833
[10]
GSM88834
[11]
GSM88835
[12]
GSM88836
[13]
GSM88837
[14]
GSM88838
[15]
GSM88839
[16]
GSM88840
[17]
GSM88841
[18]
GSM88842
[19]
GSM88843
[20]
GSM88844
[21]
GSM88845
[22]
GSM88846
[23]
GSM88847
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
1991;1992;1993;1990
taxon
Zea mays
title
Gene expression profiling of bundle sheath and mesophyll cell types of wild-type maize seedlings.
resolution_checked_at
2026-11-01T15:30:21Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE3890 not downloaded
[1]
asset:data:geo:GSE3890 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
meta_analysis
specific
random_effects
label
Meta-analysis / evidence synthesis
dsl_operations array · 1 item
[0]
random_effects_pool
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
study_level_effect_estimates
evidence object · 3 fields
score
0.8
band
high
quote
random effect
[1] object · 10 fields
id
method-2
family
image_quantification
specific
segmentation
label
Image analysis / quantification
dsl_operations array · 2 items
[0]
segment_objects
[1]
quantify_intensity
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
image_stack
evidence object · 3 fields
score
0.8
band
high
quote
segmentation
[2] object · 10 fields
id
method-3
family
null
specific
null
label
q-value procedure
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The q-value procedure of Storey et al. [37] was used to control the false discovery rate (FDR).
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
random_effects_pool
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: random_effects.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE3890
resolved_accessions array · 1 item
[0]
GSE3890
statements array · 1 item
[0]
The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890.
basis
The paper names GSE3890 in NCBI GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
random_effects_pool
assets array · 2 items
[0]
source:pmid:17212830
[1]
data:geo:GSE3890
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE3890
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:19:49Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
51105
completion_tokens
2323
cached_tokens
50740
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:17212830
type
paper
label
pmid:17212830
[1] object · 3 fields
id
source:pmid:17212830
type
manuscript
label
PMID 17212830 full text
[2] object · 3 fields
id
data:geo:GSE3890
type
dataset
label
GEO GSE3890
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:17212830
type
paper
label
pmid:17212830
[1] object · 3 fields
id
source:pmid:17212830
type
manuscript
label
PMID 17212830 full text
[2] object · 3 fields
id
data:geo:GSE3890
type
dataset
label
GEO GSE3890
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-17212830
type
extraction
used array · 1 item
[0]
source:pmid:17212830
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE3890
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE3890
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:17212830
parent_hash
sha256:cbb99b6dfa978ecffc4bb59d28ccec223e3eb0ad47e0eafe3992ba647bd94b71
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE3890 licence not read
[1]
asset:data:geo:GSE3890 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
aracterize differences in gene expression by microarray analysis. Additional control treatments were
[1]
test release of a maize long-oligonucleotide microarray produced by the Maize Array Project consorti
[2]
ing effects such as stress in the context of microarray analysis. We discuss the implications of the
[3]
with an arrow. B. Interwoven loop design of microarray labelling. Four treatments (B, M, S, T) were
order_basis
paper_text_order:378
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
meta_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
random_effects_pool
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
random effect
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:17212830", "kind": "science-record", "revision": 7, "content_hash": "sha256:9f8249669b43c845c46c3a5e0bd0998d104571038358f5a1723fb836da3b0707", "created_at": "2026-11-01T15:40:00Z", "updated_at": "2026-11-01T21:58:03Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A multi-treatment experimental system to examine photosynthetic differentiation in the maize leaf.", "doi": "10.1186/1471-2164-8-12", "pmid": "17212830", "authors": ["Ruairidh J H Sawers", "Peng Liu", "Katya Anufrikova", "J T Gene Hwang", "Thomas P Brutnell"], "journal": "BMC genomics", "year": 2007, "abstract": "BACKGROUND: The establishment of C4 photosynthesis in maize is associated with differential accumulation of gene transcripts and proteins between bundle sheath and mesophyll photosynthetic cell types. We have physically separated photosynthetic cell types in the leaf blade to characterize differences in gene expression by microarray analysis. Additional control treatments were used to account for transcriptional changes induced by cell preparation treatments. To analyse these data, we have developed a statistical model to compare gene expression values derived from multiple, partially confounded, treatment groups.\nRESULTS: Differential gene expression in the leaves of wild-type maize seedlings was characterized using the latest release of a maize long-oligonucleotide microarray produced by the Maize Array Project consortium. The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890. Data was analysed with and without consideration of cell preparation associated stress.\nCONCLUSION: Empirical comparison of the two analyses suggested that consideration of stress helped to reduce the false identification of stress responsive transcripts as cell-type enriched. Using our model including a stress term, we identified 8% of features as differentially expressed between bundle sheath and mesophyll cell types under control of false discovery rate of 5%. An estimate of the overall proportion of differentially accumulating transcripts (1-pi0) suggested that as many as 18% of the genes may be differentially expressed between B and M. The analytical model presented here is generally applicable to gene expression data and demonstrates the use of statistical elimination of confounding effects such as stress in the context of microarray analysis. We discuss the implications of the high degree of differential transcript accumulation observed with regard to both the establishment and engineering of the C4 syndrome.", "claims": [{"id": "claim-method", "statement": "The q-value procedure of Storey et al. [37] was used to control the false discovery rate (FDR).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:17212830", "locator": "sections[4] \"Construction of a model to include a stress term in the analysis of the B and M data set\" paragraph 12", "quote": "The q-value procedure of Storey et al. [37] was used to control the false discovery rate (FDR)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:17212830", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study used a stress-term statistical model on maize microarray data available through NCBI GEO series GSE3890 and found that “Using our model including a stress term, we identified 8% of features as differentially expressed between bundle sheath and mesophyll cell types under control of false discovery rate of 5%.”", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:17212830"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE3890"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE3890"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:17212830", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/1471-2164-8-12", "sha256": "sha256:67e50bc4798ee7f06dc627fcd3ee1e219bc3ec10c531a2681a7997ea66ea7406", "bytes": 45014, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/1471-2164-8-12", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC1790712", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE3890", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3890", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE3890", "version": null, "note": "The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM88824", "GSM88825", "GSM88826", "GSM88827", "GSM88828", "GSM88829", "GSM88830", "GSM88831", "GSM88832", "GSM88833", "GSM88834", "GSM88835", "GSM88836", "GSM88837", "GSM88838", "GSM88839", "GSM88840", "GSM88841", "GSM88842", "GSM88843", "GSM88844", "GSM88845", "GSM88846", "GSM88847"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "1991;1992;1993;1990", "taxon": "Zea mays", "title": "Gene expression profiling of bundle sheath and mesophyll cell types of wild-type maize seedlings.", "resolution_checked_at": "2026-11-01T15:30:21Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE3890 not downloaded", "asset:data:geo:GSE3890 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "meta_analysis", "specific": "random_effects", "label": "Meta-analysis / evidence synthesis", "dsl_operations": ["random_effects_pool"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["study_level_effect_estimates"], "evidence": {"score": 0.8, "band": "high", "quote": "random effect"}}, {"id": "method-2", "family": "image_quantification", "specific": "segmentation", "label": "Image analysis / quantification", "dsl_operations": ["segment_objects", "quantify_intensity"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["image_stack"], "evidence": {"score": 0.8, "band": "high", "quote": "segmentation"}}, {"id": "method-3", "family": null, "specific": null, "label": "q-value procedure", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The q-value procedure of Storey et al. [37] was used to control the false discovery rate (FDR)."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["random_effects_pool"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: random_effects."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE3890"], "resolved_accessions": ["GSE3890"], "statements": ["The complete data set is available through the project web site. Data is also available at the NCBI GEO website, series record GSE3890."], "basis": "The paper names GSE3890 in NCBI GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["random_effects_pool"], "assets": ["source:pmid:17212830", "data:geo:GSE3890"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE3890"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:19:49Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 51105, "completion_tokens": 2323, "cached_tokens": 50740}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:17212830", "type": "paper", "label": "pmid:17212830"}, {"id": "source:pmid:17212830", "type": "manuscript", "label": "PMID 17212830 full text"}, {"id": "data:geo:GSE3890", "type": "dataset", "label": "GEO GSE3890"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:17212830", "type": "paper", "label": "pmid:17212830"}, {"id": "source:pmid:17212830", "type": "manuscript", "label": "PMID 17212830 full text"}, {"id": "data:geo:GSE3890", "type": "dataset", "label": "GEO GSE3890"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-17212830", "type": "extraction", "used": ["source:pmid:17212830"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE3890", "type": "accession_resolution", "used": ["data:geo:GSE3890"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:17212830", "parent_hash": "sha256:cbb99b6dfa978ecffc4bb59d28ccec223e3eb0ad47e0eafe3992ba647bd94b71", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE3890 licence not read", "asset:data:geo:GSE3890 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["aracterize differences in gene expression by microarray analysis. Additional control treatments were", "test release of a maize long-oligonucleotide microarray produced by the Maize Array Project consorti", "ing effects such as stress in the context of microarray analysis. We discuss the implications of the", "with an arrow. B. Interwoven loop design of microarray labelling. Four treatments (B, M, S, T) were"], "order_basis": "paper_text_order:378", "id": "assay:1"}, {"role": "analysis", "definition_id": "meta_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["random_effects_pool"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["random effect"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}