{"data":{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40115463", "kind": "science-record", "revision": 4, "content_hash": "sha256:660797d08f1406dad903d38045998437fdddcc70b968291f0ede47ec3f9de229", "created_at": "2026-11-01T20:30:19Z", "updated_at": "2026-11-01T22:56:16Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Mitophagy and immune cell interaction: insights into pathogenesis and potential targets for necrotizing enterocolitis.", "doi": "10.21037/tp-24-441", "pmid": "40115463", "authors": ["Xinyun Jin", "Wenqiang Sun", "Yihui Li", "Xueping Zhu"], "journal": "Translational pediatrics", "year": 2025, "abstract": "Background: Neonatal necrotizing enterocolitis (NEC) is a fatal disease in early life characterized by an inflammatory response or even necrosis of the bowel wall. NEC is one of the leading causes of preterm infant mortality. The pathogenesis of NEC is intricate and involves mitochondrial damage to intestinal cells and infiltration of immune cells. However, the specific functions of mitophagy and its association with immune cells in NEC remain unclear. The aim of this study was to explore the pivotal roles of mitophagy and the immune microenvironment in NEC and their potential interactions.\nMethods: Microarray data (GSE46619) associated with NEC were obtained from the Gene Expression Omnibus (GEO) at the National Center for Biotechnology Information (NCBI). Differentially expressed genes (DEGs) were screened by GEO2R. Mitophagy gene data were downloaded from the Pathway Unification database and subjected to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses. Consequently, mitophagy-related differentially expressed genes (MRDEGs) were obtained. To identify hub MRDEGs that are closely associated with NEC, we used CytoHubba, Molecular Complex Detection (MCODE) and Comparative Toxicogenomics Database (CTD) scores. Cytoscape and miRWalk databases were used to predict the transcription factors (TFs) and target microRNAs (miRNAs) of hub MRDEGs, respectively, and a regulatory network was established. The ImmuCellAI was used to analyze the pattern of immune infiltration, and the Spearman correlation was used to investigate the relationship between the hub MRDEGs and the abundance of infiltrating immune cells. Finally, the expression levels of the hub MRDEGs were verified by quantitative real-time polymerase chain reaction (qRT-PCR) and Western blotting in NEC animal model.\nResults: A total of 14 up-regulated and 22 down-regulated MRDEGs were identified, these genes exhibited enrichment in mitophagy, and inflammation-related pathways. Furthermore, 13 hub MRDEGs closely related to NEC were identified. The increased presence of immune cells such as neutrophils, M1 macrophages, and activated mast cells were observed while adaptive immune cells including B cells and various T-cell subsets exhibited reduced infiltration. Furthermore, up-regulated MRDEGs were positively correlated with the proinflammatory immune cell infiltration, and the down-regulated MRDEGs were positively correlated with the anti-inflammatory immune cell infiltration. In vivo experiments demonstrated that the expressions of four genes Hif-1a, Acsl4, Pck2, and Aifm1 were consistent with the bioinformatics analysis results.\nConclusions: The potential interplay of mitophagy and immune cells is crucial in the onset and progression of NEC. This perspective opens the door for deeper investigations into NEC pathogenesis, presenting a possible target for disease intervention.", "claims": [{"id": "claim-method", "statement": "R package “limma” was used to retrieve DEGs from each microarray. all identified DEGs met P<0.05 and |log2fold change (FC)| ≥1.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40115463", "locator": "sections[6] \"Microarray data acquisition and identification of differentially expressed genes (DEGs)\" paragraph 2", "quote": "R package “limma” was used to retrieve DEGs from each microarray. all identified DEGs met P<0.05 and |log2fold change (FC)| ≥1."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Available at https://tp.amegroups.com/article/view/10.21037/tp-24-441/dss 10.21037/tp-24-441", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40115463", "locator": "sections[31] \"Data Sharing Statement\" paragraph 2", "quote": "Available at https://tp.amegroups.com/article/view/10.21037/tp-24-441/dss 10.21037/tp-24-441"}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 14 up-regulated and 22 down-regulated MRDEGs were identified, and these genes exhibited enrichment in mitophagy and inflammation-related pathways.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40115463", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of 14 up-regulated and 22 down-regulated MRDEGs were identified, these genes exhibited enrichment in mitophagy, and inflammation-related pathways."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of 14 up-regulated and 22 down-regulated MRDEGs were identified, and these genes exhibited enrichment in mitophagy and inflammation-related pathways.", "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:40115463"], "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:GSE46619"], "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:GSE46619"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40115463", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tp-24-441", "sha256": "sha256:712cd8cfc2ca0a6f447257afe5c8ed4450ee65919edd8aad06c045ccbc72cb41", "bytes": 38485, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tp-24-441", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11921342", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE46619", "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=GSE46619", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE46619", "version": null, "note": "Available at https://tp.amegroups.com/article/view/10.21037/tp-24-441/dss 10.21037/tp-24-441", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Available at https://tp.amegroups.com/article/view/10.21037/tp-24-441/dss 10.21037/tp-24-441", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1133296", "GSM1133297", "GSM1133298", "GSM1133299", "GSM1133300", "GSM1133301", "GSM1133302", "GSM1133303", "GSM1133304", "GSM1133305", "GSM1133306", "GSM1133307", "GSM1133308", "GSM1133309"], "sample_count": 14, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Bowel expression profiles of infants with gastrointestinal conditions", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE46619 not downloaded", "asset:data:geo:GSE46619 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "R package “limma” was used to retrieve DEGs from each microarray. all identified DEGs met P<0.05 and |log2fold change (FC)| ≥1."}}, {"id": "method-2", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.7, "band": "medium", "quote": "Spearman correlation"}}, {"id": "method-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "protein-protein interaction"}}, {"id": "method-4", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "GO enrichment"}}, {"id": "method-5", "family": "network_analysis", "specific": "centrality", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "centrality"}}], "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE46619"], "resolved_accessions": ["GSE46619"], "statements": ["Available at https://tp.amegroups.com/article/view/10.21037/tp-24-441/dss 10.21037/tp-24-441"], "basis": "The paper names GSE46619 in Gene Expression Omnibus (GEO) at the National Center for Biotechnology Information (NCBI) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:40115463", "data:geo:GSE46619"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE46619"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:48:54Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11020, "completion_tokens": 1314, "cached_tokens": 256}}, "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:40115463", "type": "paper", "label": "pmid:40115463"}, {"id": "source:pmid:40115463", "type": "manuscript", "label": "PMID 40115463 full text"}, {"id": "data:geo:GSE46619", "type": "dataset", "label": "GEO GSE46619"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40115463", "type": "paper", "label": "pmid:40115463"}, {"id": "source:pmid:40115463", "type": "manuscript", "label": "PMID 40115463 full text"}, {"id": "data:geo:GSE46619", "type": "dataset", "label": "GEO GSE46619"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40115463", "type": "extraction", "used": ["source:pmid:40115463"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE46619", "type": "accession_resolution", "used": ["data:geo:GSE46619"], "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:40115463", "parent_hash": "sha256:c65efe82d196764f41ad0f79af1d0fdea9a6b69efe7b3d11d2d047b818c8414a", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE46619 licence not read", "asset:data:geo:GSE46619 not downloaded", "execution.not_run", "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": 0.93, "evidence": ["C and their potential interactions. Methods: Microarray data (GSE46619) associated with NEC were obt"], "order_basis": "paper_text_order:681", "id": "assay:1"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["time polymerase chain reaction (qRT-PCR) and Western blotting in NEC animal model. Results: A total of 14", "AIFM1, and PPARGC1A within the two groups by Western blotting. In agreement with the mRNA results, protein", "hub MRDEGs in two groups. (G) Representative Western blotting picture showing the expression of HIF-1α, AC"], "order_basis": "paper_text_order:1867", "id": "assay:2"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["anti-inflammatory immune cell infiltration. In vivo experiments demonstrated that the expression", "f animals. Six-day-old C57BL/6 neonatal male mice were bought from JOINN Laboratories [Suzhou, Chin", "ith some modifications (10,11). The neonatal mice were randomly divided into the NEC (10 mice) and", "EC group’s modeling conditions were: (I) the mice were exposed to a hypoxic environment (95% N2 + 5"], "order_basis": "paper_text_order:2578", "id": "assay:3"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["R package “limma” was used to retrieve DEGs from each microarray. all identified DEGs met P<0.05 and |log2fold change (FC)| ≥1."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]},"meta":{"api_version":"v1","automation_ladder_snapshot":"ba34b49490d9bfaf","automation_ladder_caveats":["Method extraction is rule-based and has no hand-judged accuracy sample. Evidence bands order textual support; method agreement intervals are null (n=0), never probabilities. Work-type validation does not validate methods.","Operation coverage describes only explicitly named methods. It does not prove a complete protocol, compatible parameters, successful compilation or re-execution. Unrecognised or ambiguous methods require review.","Data reachability is a textual accession or public-data statement. No dataset was downloaded or checked for access, completeness or licence.","Capabilities are planning states seeded from the dated equipment register. No bench ownership, completed quote or partner booking is inferred. Procurement counts are dependencies, not guaranteed replications or financial returns.","Tier and blocker counts are deterministic assessments of this corpus, not measured agreement. R3 is reserved for procurement; unresolved methods and data require human work (R4). The most restrictive axis wins, with capability, method, data as tie-breaks. Resolving one blocker can leave another at the same tier."],"engine":"corpus_engine","engine_provider":"rule_based_v1+lex99e1195c7d6f","run_id":"run-20261023T122449232913","source":"esearch","source_detail":"PubMed mirror biomed_pubmed (read-only)","run_status":"complete","imported_at":"2026-11-03T20:16:52+00:00","generated_at":"2026-11-04T04:13:49+00:00","total_papers":5529,"total_assays_tracked":29,"automatable_assay_families":6,"validated":true,"caveat_count":9,"blocking_caveats":5,"caveats":[{"code":"low_evidence_dominates","basis":["4,152 of 5,529 classifications (75.1%) matched no cue evidence and sit at the 0.05 floor.","34 of 230 data_only calls (14.8%) are in that group."],"claim":"Work type and confidence bands","gloss":"Most records were classified from their title and framing alone, with assay-cue coverage at zero.","detail":"Most classifications in this run rest on no matched evidence at all. 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}}}