{"data":{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:26697386", "kind": "science-record", "revision": 4, "content_hash": "sha256:6ec33f6a0b7cefd484aca6b8fa27297b55ed25b87de609a8c310a600607e6849", "created_at": "2026-11-01T15:40:15Z", "updated_at": "2026-11-01T21:20:21Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The conserved HDAC Rpd3 drives transcriptional quiescence in S. cerevisiae.", "doi": "10.1016/j.gdata.2015.10.008", "pmid": "26697386", "authors": ["Jeffrey N McKnight", "Toshio Tsukiyama"], "journal": "Genomics data", "year": 2015, "abstract": "Quiescence is a ubiquitous cell cycle stage conserved from microbes through humans and is essential to normal cellular function and response to changing environmental conditions. We recently reported a massive repressive event associated with quiescence in Saccharomyces cerevisiae, where Rpd3 establishes repressive chromatin structure that drives transcriptional shutoff [6]. Here, we describe in detail the experimental procedures, data collection, and data analysis related to our characterization of transcriptional quiescence in budding yeast (GEO: GSE67151). Our results provide a bona fide molecular event driven by widespread changes in chromatin structure through action of Rpd3 that distinguishes quiescence as a unique cell cycle stage in S. cerevisiae.", "claims": [{"id": "claim-method", "statement": "Difference in transcription, H3, acetylation, or Rpd3 binding was determined for different growth conditions and Pearson correlations between relevant variables were determined using R software.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26697386", "locator": "sections[9] \"Data analysis\" paragraph 2", "quote": "Difference in transcription, H3, acetylation, or Rpd3 binding was determined for different growth conditions and Pearson correlations between relevant variables were determined using R software."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Direct link to deposited data\nStrand-specific RNA sequencing for wild type and Δrpd3 yeast entering quiescence [RNA-seq].\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67149.\nGenome-wide maps of nucleosome positions in purified quiescent S. cerevisiae cells [MNase-seq].\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67148.\nCharacterization of H3 density, H3 or H4 acetylation, Rpd3 binding, TFIIB binding, and Rpb3(pol II) binding in wild type and rpd3 cells as they transition from logarithmic growth to diauxid shift to quiescence (ChIP-seq).\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67150.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26697386", "locator": "sections[2] \"Direct link to deposited data\" paragraphs 1-7", "quote": "Direct link to deposited data\nStrand-specific RNA sequencing for wild type and Δrpd3 yeast entering quiescence [RNA-seq].\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67149.\nGenome-wide maps of nucleosome positions in purified quiescent S. cerevisiae cells [MNase-seq].\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67148.\nCharacterization of H3 density, H3 or H4 acetylation, Rpd3 binding, TFIIB binding, and Rpb3(pol II) binding in wild type and rpd3 cells as they transition from logarithmic growth to diauxid shift to quiescence (ChIP-seq).\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67150."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:26697386"], "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:GSE67148"], "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:GSE67148"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:26697386", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.gdata.2015.10.008", "sha256": 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H4 acetylation, Rpd3 binding, TFIIB binding, and Rpb3(pol II) binding in wild type and rpd3 cells as they transition from logarithmic growth to diauxid shift to quiescence (ChIP-seq).\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67150.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1640253", "GSM1640254", "GSM1640255", "GSM1640256"], "sample_count": 4, "group_sizes": null, "group_sizes_basis": null, "platform": "9134", "taxon": "Saccharomyces cerevisiae", "title": "Genome-wide maps of nucleosome positions in purified quiescent S. cerevisiae cells [MNase-Seq]", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE67149", "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=GSE67149", "sha256": null, 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[RNA-seq].\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67149.\nGenome-wide maps of nucleosome positions in purified quiescent S. cerevisiae cells [MNase-seq].\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67148.\nCharacterization of H3 density, H3 or H4 acetylation, Rpd3 binding, TFIIB binding, and Rpb3(pol II) binding in wild type and rpd3 cells as they transition from logarithmic growth to diauxid shift to quiescence (ChIP-seq).\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67150.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1640257", "GSM1640258", "GSM1640259", "GSM1640260", "GSM1640261", "GSM1640262", "GSM1640263", "GSM1640264", "GSM1640265", "GSM1640266", "GSM1640267", "GSM1640268", "GSM1640269", "GSM1640270"], "sample_count": 14, "group_sizes": null, "group_sizes_basis": null, "platform": "9134", "taxon": "Saccharomyces cerevisiae", "title": "Strand-Specific RNA Sequencing for wild type and Drpd3 yeast entering 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"taxon": "Saccharomyces cerevisiae", "title": "Characterization of H3 density, H3 or H4 acetylation, Rpd3 binding, TFIIB binding, and Rpb3 (pol II) binding in wild type and rpd3 cells as they transition from logarithmic growth to diauxic shift to quiescence [ChIP-Seq]", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:26697386:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:76a922e61be9d4b1a492d1b11cbb4585081f72e0d4b1e61c7711ead7a72001a0", "bytes": 1481, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[1]/table-wrap[1]#t0005", "version": null, "note": null, "structure": {"pmcid": "PMC4664762", "section_index": 1, "section_title": "p", "row_count": 9, "column_count": 2}, "table": {"label": null, "caption": null, "rows": [["Specifications"], ["Organism/cell line/tissue", "Saccharomyces cerevisiae, strain W303"], ["Sex", "(Mating Type) MATa"], ["Sequencer or array type", "Illumina HiSeq 2500"], ["Data format", "Raw:merged fastq.gz filesAnalyzed:RNA-seq: normalized transcript abundance (FPKM values),.xls fileMNase-seq: normalized per-base dyad counts,.txt filesChIP-seq: normalized per-base coverage files,.txt files"], ["Experimental factors", "Cell cycle stage:exponentially-growing, diauxic shift, or isolated quiescent cellsTreatment (for ChIP-seq):rapamycin, thiolutin, or noneDigestion extent (for MNase-seq):50% mononucleosomes or 80% mononucleosomesGenotype:wild type, Δrpd3"], ["Experimental features", "Analysis of transcript abundance, nucleosome positions, histone density, histone acetylation status, polymerase binding, TFIIB binding, or Rpd3 binding was performed for yeast cells grown to OD600 = 0.4–0.6 (“log cells”), 2 h after glucose was exhausted from rich media (“DS” or “diauxic shift cells”), or after Percoll separation of quiescent cells from 7-day stationary phase cultures (“Q” or “quiescent”) [1]. Control experiments were performed for cells treated with thiolutin or rapamycin to inhibit transcription or mimic starvation, respectively."], ["Consent", "Not applicable"], ["Sample source location", "Not applicable"]], "row_count": 9, "column_count": 2, "numeric_cells": 4, "header_rows": 1, "locator": "section[1]/table-wrap[1]#t0005"}}], "gaps": ["asset:data:geo:GSE67148 not downloaded", "asset:data:geo:GSE67148 licence not read", "asset:data:geo:GSE67149 not downloaded", "asset:data:geo:GSE67149 licence not read", "asset:data:geo:GSE67150 not downloaded", "asset:data:geo:GSE67150 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Difference in transcription, H3, acetylation, or Rpd3 binding was determined for different growth conditions and Pearson correlations between relevant variables were determined using R software."}}], "targets": [], "gaps": []}, "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": ["pearson_r"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pearson."}, "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": ["GSE67149", "GSE67148", "GSE67150"], "resolved_accessions": ["GSE67149", "GSE67148", "GSE67150"], "statements": ["Direct link to deposited data\nStrand-specific RNA sequencing for wild type and Δrpd3 yeast entering quiescence [RNA-seq].\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67149.\nGenome-wide maps of nucleosome positions in purified quiescent S. cerevisiae cells [MNase-seq].\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67148.\nCharacterization of H3 density, H3 or H4 acetylation, Rpd3 binding, TFIIB binding, and Rpb3(pol II) binding in wild type and rpd3 cells as they transition from logarithmic growth to diauxid shift to quiescence (ChIP-seq).\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE67150."], "basis": "The paper names GSE67149, GSE67148, GSE67150 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["pearson_r"], "assets": ["source:pmid:26697386", "data:geo:GSE67148", "asset:table:pmid:26697386:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE67148"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:07:03Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 13789, "completion_tokens": 1365, "cached_tokens": 392}}, "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:26697386", "type": "paper", "label": "pmid:26697386"}, {"id": "source:pmid:26697386", "type": "manuscript", "label": "PMID 26697386 full text"}, {"id": "data:geo:GSE67148", "type": "dataset", "label": "GEO GSE67148"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:26697386", "type": "paper", "label": "pmid:26697386"}, {"id": "source:pmid:26697386", "type": "manuscript", "label": "PMID 26697386 full text"}, {"id": "data:geo:GSE67148", "type": "dataset", "label": "GEO GSE67148"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-26697386", "type": "extraction", "used": ["source:pmid:26697386"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE67148", "type": "accession_resolution", "used": ["data:geo:GSE67148"], "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:26697386", "parent_hash": "sha256:034a2f817a5bcdc8f2f4f24b0517dc3f3570b2e6501f38f48ae632fbce728f94", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE67148 licence not read", "asset:data:geo:GSE67148 not downloaded", "asset:data:geo:GSE67149 licence not read", "asset:data:geo:GSE67149 not downloaded", "asset:data:geo:GSE67150 licence not read", "asset:data:geo:GSE67150 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pearson_r"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Difference in transcription, H3, acetylation, or Rpd3 binding was determined for different growth conditions and Pearson correlations between relevant variables were determined using R software."], "order_basis": "analysis_only", "id": "assay:1"}]},"meta":{"api_version":"v1","automation_ladder_snapshot":"ba34b49490d9bfaf","automation_ladder_caveats":["Method extraction is rule-based and has no hand-judged accuracy sample. 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At the evidence floor the work type comes from title framing and a fixed prior, not from anything in the paper, so the published work-type split should be read as a rough triage signal rather than a measured distribution. The impact is bounded but not removed: since 2026-10-23 the engine excludes floor-confidence records from the shortlist entirely and publishes them separately as held out, so the recommendation is unaffected even though the census is.","status":"unverified","severity":"high"},{"code":"runtime_is_modelled","basis":["Runtime is summed from published per-assay hour figures. Timing awaits the first executed replication.","4,407 of 5,529 records (79.7%) model to 0.00 hours because no assay was matched, which the ranking then reads as \"cheapest\".","0 of 10 shortlisted records carry a 0.00-hour estimate."],"claim":"Estimated replication runtime","gloss":"The hour figures are estimates built from assay mentions; timing awaits the first executed replication.","detail":"The hour figures are a cost model derived from the bench steps implied by each matched assay family. The first executed replication will supply measured timing. Records without an assay match currently receive a zero-hour model value.","status":"unverified","severity":"high"},{"code":"signal_score_without_citations","basis":["5,529 of 5,529 records (100.0%) have no citation count from the source metadata."],"claim":"Signal score","gloss":"The signal score uses publication-type weight because the mirror supplied zero citation counts.","detail":"The source supplied no citation counts for any record in this run, so the signal score is publication-type weight only. The citation term of the ranking is inert here, and the shortlist is ordered by publication type alone.","status":"unverified","severity":"high"},{"code":"abstract_absent","basis":["1,667 of 5,529 records (30.2%) carry no abstract at all."],"claim":"Evidence base for classification","gloss":"Some records contain a title and publication type only, defining the available classification evidence.","detail":"Where the mirror contains a title and publication types only, those fields define the classifier evidence. A methods section is required for fuller automated and human review.","status":"unverified","severity":"medium"},{"code":"classifier_agreement_measured","basis":["Published two-way decision agreement 77.7% (310 of 399 decidable records) from a stratified hand-check of 438 real records.","Three-way diagnostic agreement 73.9% (288 of 390 decidable records).","data_only agreement 75.2% (100 of 133 decidable).","48 record(s) could not be decided from title and abstract and were excluded from the denominator.","56 analysis-only records were published under another work type, so the data_only share is not an upper bound."],"claim":"Published automatable decision","gloss":"This figure has been checked against a human reading the same papers, so we know how often it is right.","detail":"The published automatable / not-automatable distribution comes from a rule-based classifier that was hand-checked against a fixed ground-truth definition. The agreement rates below are measured, not estimated. The three-way work type remains a diagnostic and is reported separately.","status":"measured","severity":"high"},{"code":"llm_comparison_not_measured","basis":["rule_based_v1+lex99e1195c7d6f produced 5,529 of 5,529 classifications.","Measured on 438 labelled records; these are RULE-BASED figures, not model results."],"claim":"Rule-based versus LLM agreement","gloss":"Every number here is the rule engine’s own. Model comparison begins when a working API credential is connected and measured.","detail":"The published two-way decision agreed with a human reading on 310 of 399 decidable records (77.7%). The diagnostic three-way label agreed on 288 of 390 decidable records (73.9%). Every percentage in this run belongs to the rule engine. Model comparison begins when a working API credential is connected and measured.","status":"not_measured","severity":"high"},{"code":"confidence_is_a_band","basis":["low band: 135 of 210 hand-judged records were correct, 64.3% [57.6, 70.5] (95% CI).","medium band: 80 of 104 hand-judged records were correct, 76.9% [68.0, 84.0] (95% CI).","high band: 73 of 76 hand-judged records were correct, 96.0% [89.0, 98.7] (95% CI).","A fitted calibrated probability was built, measured and withdrawn: it overstated held-out accuracy and reorders nothing."],"claim":"Confidence band and evidence score","gloss":"The confidence band carries a measured accuracy interval; 0.85 represents relative rank strength.","detail":"Confidence on this run is a BAND plus its measured accuracy interval. The number stored alongside each record is a monotone evidence score that orders records; 0.85 represents relative rank strength. A fitted probability was withdrawn after it overstated held-out accuracy. Threshold on the band.","status":"measured","severity":"medium"},{"code":"three_way_split_is_diagnostic","basis":["The corpus is published at the two-way decision: automatable or not-automatable. The three-way split (data_only / physical / mixed) is published as a diagnostic with its measured reliability attached, not as a claim, because the rule engine's `mixed` call cannot be defended.","The engine called 22 record(s) mixed; 10 matched the human judgement (45.5%, 95% CI 26.9-65.3).","The engine's `mixed` call is right on 10/22 hand-judged records (45.5%, 95% CI 26.9%-65.3%); a constant `physical` guess scores 36.4%.","The engine's `mixed` call does not reliably beat a constant `physical` guess on the hand-judged records it labels mixed.","The sign of that difference flips between two independent samples, so the three-way refinement is not demonstrably informative.","The mixed stratum contributes a disproportionate share of errors relative to its size.","At title-only depth the physical/mixed split collapses: a title says that work was done, not whether it was also analysed."],"claim":"The published decision is two-way","gloss":"The three-way split is shown for diagnosis only. The published split is two ways.","detail":"Count and filter the corpus on automatable versus not-automatable. The data_only / physical / mixed split remains an internal engine diagnostic because the mixed call has lower measured reliability.","status":"measured","severity":"medium"},{"code":"automatable_flag_unproven","basis":["6 of 29 assay families are marked automatable now: meta_analysis, machine_learning, survival_analysis, pca, molecular_docking, differential_expression.","The flag is a rule over assay family and work type; validation begins with the first executed replication.","It inherits the 75.2% data_only agreement rate, because the flag requires the record to be analysis-only."],"claim":"Automatable now","gloss":"This flag marks assay families the rules classify as data-only. The first executed replication will validate it.","detail":"This flag marks families the rules consider replicable from data alone. Its validity depends on the analysis-only classification and will be measured through an executed replication.","status":"unverified","severity":"medium"}],"confidence_policy":"band_with_measured_interval","confidence_contract":{"policy":"band_with_measured_interval","summary":"Confidence is reported as a BAND with a measured accuracy interval. The raw evidence score supplies monotone ordering. A fitted point estimate was withdrawn after it overstated held-out accuracy.","evidence_score":"A monotone evidence score in [0,1] built from cue mass, axis separation and text coverage. Use it to order records. Interpret 0.85 as relative rank strength.","confidence_band":"low | medium | high. Consumers threshold on this value.","band_accuracy":"Wilson 95% interval on the measured agreement of the hand-judged records in this band.","calibrated_confidence":"WITHDRAWN. Reintroduction requires held-out evidence demonstrating reliable estimates across every bin."},"band_accuracy":{"low":{"n":210,"low":0.576,"band":"low","high":0.7046,"agree":135,"accuracy":0.6429},"high":{"n":76,"low":0.8903,"band":"high","high":0.9865,"agree":73,"accuracy":0.9605},"medium":{"n":104,"low":0.6795,"band":"medium","high":0.8397,"agree":80,"accuracy":0.7692}},"provider":"rule_based_v1+lex99e1195c7d6f","lexicon_id":"99e1195c7d6f","contract_published_at":"2026-10-23T12:25:29.022232+00:00","confidence_is_band":true,"confidence_is_probability":false,"decision_taxonomy":"two_way","decidable_fraction_two_way":0.8854,"decidable_fraction_two_way_low":0.8565,"decidable_fraction_two_way_high":0.9143,"decidable_fraction_three_way":0.8586,"decidable_fraction_three_way_low":0.8287,"decidable_fraction_three_way_high":0.8884,"decidable_population":5529,"validation_sample_size":438,"three_way_cost_fraction":0.0268,"three_way_cost_records":148,"decision_counts":{"automatable":230,"not_automatable":5299},"decision_split":{"automatable":{"count":230,"share":0.04159884246699222},"not_automatable":{"count":5299,"share":0.9584011575330078}},"diagnostic_work_type_counts":{"mixed":24,"physical":5275,"data_only":230}}}