MétaCan

1,000 works · Opus 4.8 · GPT-5.6 (high) · Grok 4.5 · one locked rubric

The field’s boundary is not a line. It is a region.

Three frontier models screened the same 1,000 works, drawn from the real frame with known selection probabilities, against the same locked rubric on its full eight-field payload. Of the 51 works any model called metaresearch, only 19 (37.3%) were called metaresearch by all three, and 24 (47.1%) rest on a single model's opinion.

Two screeners can agree on a rate while finding almost entirely different works. At a ~1% base rate, the settled rejects buy 98% agreement for free — which is why an agreement statistic computed over the whole sample tells you nothing about the boundary, and why the table below, not a percentage, is the deliverable.

Any model said metaresearch
51
the disagreement dossier: the field's empirical boundary
All three agreed
19
37.3% of the dossier — the settled core
Two of three
8
contested
One model only
24
47.1% of the dossier rests on one model's opinion

The three models are not interchangeable

How many of the 1,000 works each model called metaresearch (tier T1 or T2), on identical input. T3 is adjacent and does not count as in scope, which is why a model's count can never exceed the 51 works in the dossier.

Claude Opus 4.8
42
GPT-5.6 (high)
31
Grok 4.5
24

Swap which model you call “the screener” and the size of the field moves. That spread — not the binomial confidence interval on any one model's labels — is the honest uncertainty on how big Canadian metaresearch is.

The disagreement dossier

All three verdicts, confidences and reasons side by side. These are the works against which the inclusion criteria have to be written — because these are the works on which reasonable screeners, given the same rubric and the same evidence, disagree.

949 works
WorkStratumn_inOpus 4.8GPT-5.6Grok 4.5
Tunning the optical properties of a photocatalytic metal–organic framework by means of molecular modelling
2022 · article · en · New Journal of Chemistry
aff_core
w=5595
0/3OUThigh
empirical

Molecular modelling to tune the optical properties of a photocatalytic metal-organic framework; a chemistry question.

OUThigh
conceptual

It models optical properties of a photocatalytic material, not research practice.

OUThigh
empirical

Computational chemistry of MOF optical/photocatalytic properties; domain materials chemistry.

The Spiritual Evolution of Margarito Bautista: Mexican Mormon Evangelizer, Polygamist Dissident, and Utopian Founder, 1878–1961
2022 · article · en · Mormon Studies Review
about_only
w=3321
0/3OUThigh
other

Review essay on a biography of Margarito Bautista; the object is religious history.

OUThigh
editorial/commentary

The work is a review of a religious history book, not a study of research.

OUThigh
editorial/commentary

Book-review style discussion of a religious biography; historical religion, not metaresearch.

Rêvolutions du commerce dans une société en transition
2022 · book-chapter · fr · EMS Editions eBooks
french
w=1554
0/3OUTlow
other

Book chapter on commerce in a society in transition with only a stub abstract; no indication research practice is the object.

OUTlow
conceptual

The abstract provides only a general book-chapter descriptor and does not indicate a research-system object.

OUTlow
other

Book chapter on commerce in a society in transition with essentially no abstract content.

New records and range extensions of Carabidae of Ontario’s boreal forest – CORRIGENDUM
2023 · erratum · en · The Canadian Entomologist
about_only
w=3321
0/3OUTlow
other

Corrigendum to an entomology faunistics paper; the rubric lists corrections under T3, but this notice concerns a domain paper and is not about the research ecosystem.

T3high
other

This is a correction notice, which is contextual scholarly communication rather than an analytic metaresearch study.

OUThigh
other

Corrigendum to a domain entomology range paper; not about research practice or the research ecosystem.

Care to Older Adults with Chronic Health Problems
2020 · other · en · The Blackwell Encyclopedia of Sociology
aff_core
w=5595
0/3OUTmedium
conceptual

Encyclopedia entry on caregiving for older adults; notes directions for care research in passing but the object is caregiving.

OUThigh
other

The encyclopedia entry concerns caregiving and older adults rather than research itself.

OUThigh
conceptual

Encyclopedia entry on elder care and caregiving, social policy domain not research systems.

Introduction
2023 · book-chapter · en
aff_core
w=5595
0/3OUTlow
other

Untitled book introduction on global education with no abstract; no evidence the object is research practice.

OUTlow
other

The title identifies only an introduction and provides insufficient information to judge it as metaresearch.

OUTlow
other

Book-chapter introduction with no abstract; insufficient text to treat as metaresearch.

Guideline No. 432a: Cervical Ripening and Induction of Labour – General Information
2023 · article · en · Journal of Obstetrics and Gynaecology Canada
aff_core
w=5595
0/3OUThigh
policy

Clinical practice guideline on cervical ripening and induction of labour; the object is patient care, not research practice.

OUThigh
policy

This is a clinical guideline about cervical ripening and labour induction, not research practice.

OUThigh
policy

Clinical practice guideline on labour induction, not research-policy analysis.

S3-1 The ethical, legal and professional landscape of physician hastened death
2023 · article · en · Symposium
venue_new
w=2684
0/3OUThigh
conceptual

Bioethics symposium paper on physician-hastened death; not about research.

OUThigh
conceptual

The article addresses ethical and legal arguments about physician-assisted dying, not research itself.

OUThigh
conceptual

Ethics of physician-hastened death; clinical end-of-life ethics, not research integrity or methods.

A binaural heterophasic adaptive beamformer and its deep learning assisted implementation
2023 · article · en · Pattern Recognition Letters
aff_core
w=5595
0/3OUThigh
empirical

Signal processing paper on a binaural adaptive beamformer with deep learning implementation.

OUThigh
empirical

It proposes a beamformer for speech and audio processing, not a method for conducting research.

OUThigh
empirical

Title-only signal processing paper on binaural beamforming; domain engineering.

leitura sobre o resgate do “comum” à luz do pontificado do Papa Francisco
2023 · article · pt · UNITAS - Revista Eletrônica de Teologia e Ciências das Religiões
about_only
w=3321
0/3OUThigh
conceptual

Theological and political essay on the notion of the commons in the pontificate of Pope Francis; no connection to research practice.

OUThigh
conceptual

The article discusses political and theological concepts of the commons, not research itself.

OUThigh
conceptual

Theological-political reading of the commons under Pope Francis, not metaresearch.

The Use of Virtual Reality in ADL Rehabilitation After Brain Injury: A Scoping Review
2023 · review · en · Archives of Physical Medicine and Rehabilitation
aff_core
w=5595
0/3OUThigh
empirical

Scoping review of virtual reality for ADL rehabilitation after brain injury; uses synthesis to answer a clinical question.

OUThigh
other

It reviews virtual reality rehabilitation for brain injury, using synthesis to address a clinical topic.

OUThigh
empirical

Scoping review of VR for post-brain-injury ADL rehab answers a clinical question, not synthesis methodology.

A systematic evaluation of normalization methods and probe replicability using infinium EPIC methylation data
2023 · article · en · Clinical Epigenetics
aff_core
w=5595
0/3OUTmedium
empirical

Evaluation of normalization pipelines and probe reliability on a methylation array; technical assay reproducibility, the polysemy trap rather than the reproducibility of research.

OUThigh
empirical

This study examines technical probe replicability and normalization in a biomedical assay, not research reproducibility.

OUThigh
empirical

Technical evaluation of methylation-array normalization and probe reliability; assay/lab-method performance, not metaresearch reproducibility.

Patient and Practitioner: The Impact of Social Factors on Diagnostic Delay for Endometriosis
2023 · article · en · Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal
aff_core
w=5595
0/3OUTmedium
empirical

Literature review of social determinants of diagnostic delay in endometriosis; uses a review to answer a clinical-epidemiological question.

OUThigh
empirical

This reviews social determinants of delayed endometriosis diagnosis, not evidence-synthesis methodology.

OUThigh
conceptual

Literature review of social factors delaying endometriosis diagnosis; clinical care pathways, not research systems.

Editorial: message from the editor-in-chief
2023 · editorial · en · International Journal of Mechanics and Materials in Design
aff_core
w=5595
0/3T3low
editorial/commentary

Editor-in-chief's message in a journal; an editorial artifact of the scholarly communication system, mapped but not poolable, though no abstract confirms its content.

T3low
editorial/commentary

An editor-in-chief message is contextual scholarly-publishing commentary, but the abstract is missing.

T3medium
editorial/commentary

Editor-in-chief message in an academic-writing/publishing venue; commentary/journal housekeeping, not analytic metaresearch.

Mirror Therapy for the Management of Phantom Limb Pain: A Single- Center Experience
2023 · article · en · Annals of Vascular Surgery
about_only
w=3321
0/3OUThigh
empirical

Single-center clinical experience with mirror therapy for phantom limb pain; the object is a treatment.

OUThigh
empirical

The work evaluates mirror therapy for phantom limb pain.

OUTmedium
empirical

Clinical report on mirror therapy for phantom limb pain; empty abstract but title is domain clinical.

Toracotomia com esofagotomia para remoção de corpo estranho esofágico em um cão
2023 · article · pt · Brazilian Journal of Health Review
about_only
w=3321
0/3OUThigh
empirical

Portuguese-language veterinary case report of thoracotomy with esophagotomy in a dog.

OUThigh
empirical

It reports a surgical case involving a dog, not research itself.

OUThigh
empirical

Veterinary surgical case report of esophageal foreign body; clinical vet medicine.

A probable ornithopod egg from a historic collection of dinosaur eggs recovered from the Upper Cretaceous of Liaoning Province, China
2023 · article · en · Historical Biology
aff_core
w=5595
0/3OUThigh
empirical

Paleontological description of a dinosaur egg; no research-on-research content.

OUThigh
empirical

The work describes a dinosaur egg and its taxonomic significance, not research itself.

OUThigh
empirical

Paleontological description of a dinosaur egg; object is fossil biology, not research practice.

Safety and Clinical Efficacy Outcomes From the Long-term Extension Study of Tolebrutinib in Participants With Relapsing Multiple Sclerosis: 2.5-Year Results (S16.010)
2023 · article · en · Neurology
aff_core
w=5595
0/3OUThigh
empirical

Long-term extension results on safety and efficacy of tolebrutinib in relapsing multiple sclerosis; a clinical trial report.

OUThigh
empirical

This reports long-term clinical trial safety and efficacy outcomes, not research itself.

OUThigh
empirical

Clinical long-term safety/efficacy results for tolebrutinib in multiple sclerosis.

Social Implications of Technological Disruptions: A Transdisciplinary Cybernetics Science and Occupational Science Perspective
2023 · article · en · SSRN Electronic Journal
aff_core
w=5595
0/3OUTlow
conceptual

Perspective on social implications of technological disruption; abstract absent, and the title points to technology and society rather than to research practice.

OUTlow
conceptual

The title alone does not provide enough detail to establish a research object, but it does not clearly concern research practice.

OUTlow
conceptual

Title suggests social implications of tech disruption broadly; no abstract and not clearly about research.

QoQ: a Q-transform based test for Gravitational Wave transient events
2023 · preprint · en · arXiv (Cornell University)
fund_new
w=1679
0/3OUThigh
empirical

Proposes a Q-transform based test for gravitational-wave transient detection; a domain data-analysis method in physics.

OUThigh
empirical

It develops a domain-specific gravitational-wave detection method rather than studying research practice.

OUThigh
empirical

Signal-processing test to reject gravitational-wave glitches; domain detector method, not metaresearch.

Interface Management for Telecommunication System Design through OPM and DSM-based Approaches
2023 · article · en
aff_core
w=5595
0/3OUThigh
empirical

Systems-engineering interface management for a telecom antenna system.

OUThigh
empirical

This applies systems-engineering tools to telecommunications design rather than studying research practice.

OUThigh
empirical

Systems-engineering interface management for a telecom antenna product, not research methods.

Designing a just soda tax
2023 · article · en · Economics and Philosophy
fund_new
w=1679
0/3OUThigh
conceptual

Ethical analysis of how to design a just soda tax; the object is public health taxation policy, not research.

OUThigh
conceptual

The paper addresses the ethical design of soda taxes, not research itself.

OUThigh
conceptual

Normative ethics of soda-tax design; object is public policy, not research.

Prevalence and Trends of Sexual Behaviors Among Young Adolescents Aged 12 Years to 15 Years in Low and Middle-Income Countries: Population-Based Study
2023 · review · en · JMIR Public Health and Surveillance
venue_new
w=2684
0/3OUThigh
empirical

Population-based study of adolescent sexual behaviour prevalence and trends in low- and middle-income countries; an epidemiological question.

OUThigh
empirical

The meta-analysis uses a synthesis method to study adolescent sexual behaviors rather than synthesis methodology.

OUThigh
empirical

Public-health epidemiology of adolescent sexual behaviours in LMICs; uses surveys, does not study methods.

MDB-39. ASSESSMENT OF MEDULLOBLASTOMA PATIENTS THROUGH MONITORING EXTRACELLULAR VESICLES VIA SURFACE-ENHANCED RAMAN SPECTROSCOPY COMBINED WITH MACHINE LEARNING
2023 · article · en · Neuro-Oncology
aff_core
w=5595
0/3OUThigh
empirical

Conference abstract on monitoring medulloblastoma via Raman spectroscopy of extracellular vesicles; a clinical biomarker question.

OUThigh
empirical

It develops a cancer-monitoring assay using extracellular vesicles and machine learning, not research practice.

OUThigh
empirical

Biomedical liquid-biopsy diagnostic study of medulloblastoma, not metaresearch.

Increasing Extractable Work in Small Qubit Landscapes
2023 · article · en · Entropy
fund_new
w=1679
0/3OUThigh
empirical

Quantum thermodynamics simulations of extractable work in qubit landscapes; the object is a physical system.

OUThigh
empirical

This theoretical physics study examines extractable work in qubit systems, not the practice of science.

OUThigh
empirical

Quantum thermodynamics study of extractable work in qubit systems.

Understanding the Determinants of K-12 Academic Success in the United States: OLS Regression
2023 · article · en · Advances in Educational Technology and Psychology
venue_new
w=2684
0/3OUThigh
empirical

Regression analysis of parental involvement and K-12 academic performance; the object is educational achievement.

OUThigh
empirical

This study models determinants of K-12 academic performance, not the practice of research.

OUThigh
empirical

Education research on parental involvement and K-12 grades; schooling outcomes, not research systems.

Engram neurons: Encoding, consolidation, retrieval, and forgetting of memory
2023 · review · en · Molecular Psychiatry
aff_core
w=5595
0/3OUThigh
other

Neuroscience review synthesizing engram mechanisms across memory encoding, consolidation, retrieval, and forgetting; the object is memory biology.

OUThigh
conceptual

This review synthesizes neurobiological knowledge about memory engrams rather than studying research itself.

OUThigh
conceptual

Neuroscience review of memory engram mechanisms; object is brain function, not research practice.

Rapid glacial sedimentation and overpressure in oozes causing large craters on the mid-Norwegian margin: integrated interpretation of the Naust, Kai and Brygge formations
2023 · article · en · Geological Society London Special Publications
aff_core
w=5595
0/3OUThigh
empirical

Seismic interpretation of craters on the Norwegian margin; marine geology.

OUThigh
empirical

The work studies geological crater formation and sediment overpressure rather than research.

OUThigh
empirical

Marine geology of glacial sedimentation and crater formation; earth science domain.

Perception positive de la variation géographique du français dans le contexte de l’enseignement du FLE
2023 · article · fr · Didactique du FLES
french
w=1554
0/3OUThigh
empirical

Perceptual survey of FLE teachers on regional French accents; the object is language pedagogy.

OUThigh
empirical

The article studies teachers' perceptions of regional French variation for language teaching, not research itself.

OUThigh
empirical

Survey of FLE teachers’ acceptance of geographic French variation; language pedagogy, not research practice.

Diversification for sustainable and resilient agricultural landscape systems
2023 · article · en · Agronomy for Sustainable Development
about_only
w=3321
0/3OUTmedium
editorial/commentary

Editorial introducing a virtual issue on agricultural diversification; a domain editorial about agronomy findings, not about research practice.

OUThigh
editorial/commentary

It introduces an agricultural virtual issue about diversification, not research itself.

OUThigh
editorial/commentary

Virtual-issue intro on agricultural diversification science; domain content, not research methods.

How better sleep can improve productivity
2023 · article · en · Nature
aff_core
w=5595
0/3OUTlow
editorial/commentary

Short piece on sleep and productivity; abstract absent and the title gives no indication that research or researchers are the object.

OUThigh
editorial/commentary

This is a general article about sleep and productivity rather than research practice.

OUTmedium
editorial/commentary

Title is sleep and productivity advice piece; not studying research practice, no abstract.

Médecine personnalisée : avenir en pratique et moyens nationaux
2012 · preprint · fr · HAL (Le Centre pour la Communication Scientifique Directe)
french
w=1554
0/3OUTlow
other

French preprint on personalized medicine in practice and national means, with only a 'National audience' stub for an abstract; appears to concern health practice and capacity rather than research, but the payload is too thin to judge.

OUTlow
policy

The sparse title and abstract suggest a policy or practice discussion of personalized medicine rather than metaresearch.

OUTlow
policy

Title suggests personalized-medicine outlook and national means, but abstract is empty so object is unclear.

Violent Inheritance: Sexuality, Land, and Energy in Making the North American West
2023 · article · en · Philosophy and Rhetoric
about_only
w=3321
0/3OUThigh
other

Book review of a queer and decolonial environmental humanities monograph; the object is the book's substantive argument, not research practice.

OUThigh
editorial/commentary

This is a review of a book about sexuality, land, and energy, not a study of research.

T3high
editorial/commentary

Book review of Violent Inheritance; commentary about a book, not study of research systems.

Daunting Enterprise of the Law
2017 · book · en · McGill-Queen's University Press eBooks
about_only
w=3321
0/3OUTlow
other

Festschrift volume applying a legal scholar's framework to current legal, economic and political themes; the object is law and political economy rather than research practice.

OUThigh
conceptual

This edited scholarly volume evaluates a legal scholar's ideas and contributions rather than studying research practice itself.

OUThigh
other

Festschrift on labour law, legal theory, and industrial relations; research itself is not the object of study.

Complete issue
2011 · article · fr · CAML Review / Revue de l ACBM
french
w=1554
0/3T3low
other

Whole-issue container record for the Canadian Association of Music Libraries review, a venue concerned with music libraries, archives and documentation centres; contextual LIS material with no single object of study.

OUThigh
other

The record describes a music-library journal issue rather than a study of research.

T3medium
infrastructure/announcement

Complete-issue wrapper describing a music libraries journal's mission, not pooled analytic research.

Doring River Catchment, South Africa
2023 · book-chapter · en
aff_core
w=5595
0/3OUThigh
other

Book chapter describing the Doring River catchment in South Africa; a hydrology/geomorphology topic with no research-practice object.

OUTlow
other

The book-chapter title identifies a geographic catchment but the missing abstract does not support a metaresearch classification.

OUTmedium
other

Hydrology or catchment chapter on the Doring River, South Africa; domain environmental science.

Multi-objective maintenance decision-making of corroded parallel pipeline systems
2023 · article · en · Applied Energy
aff_core
w=5595
0/3OUThigh
empirical

No abstract; maintenance optimization for corroded pipelines; reliability engineering.

OUThigh
empirical

The study develops maintenance decisions for corroded pipeline systems.

OUTmedium
empirical

Engineering maintenance decision-making for corroded pipelines; domain infrastructure (no abstract).

A new generation of paper
2023 · article · en · OPE Journal
about_only
w=3321
0/3OUThigh
other

Trade-press company update on printed e-paper display products; not research.

OUThigh
infrastructure/announcement

It announces a company's e-paper technology rather than studying research infrastructure or practice.

OUThigh
infrastructure/announcement

Commercial product update on printed e-paper displays, not research infrastructure or scholarly communication as objects of study.

Turning the Natural World into a Moral World: Michel Henry on the Vocation of Life
2023 · article · en · Human Studies
aff_core
w=5595
0/3OUThigh
conceptual

Philosophy paper on Michel Henry and the vocation of life; the object is phenomenological ethics.

OUThigh
conceptual

The article concerns Michel Henry's philosophy of life, not the study of research.

OUTmedium
conceptual

Philosophy of Michel Henry on life vocation; not contemporary research practice as object.

P‐BB‐3 | A Case of <i>Brucella abortus</i> RB51‐Positive Platelet Unit Culture
2023 · article · en · Transfusion
aff_core
w=5595
0/3OUThigh
empirical

Transfusion medicine case report of a contaminated platelet unit; donor screening is clinical practice, not research practice.

OUThigh
empirical

The case report concerns bacterial contamination of a platelet donation, not research practice.

OUThigh
empirical

Case report of Brucella contamination of a platelet unit; transfusion medicine, not research practice.

SNG100, a Novel Topical Treatment for Moderate Atopic Dermatitis, in Patients Aged 6 Years or Older: A Randomised, Double-Blind, Active-Controlled Trial
2023 · article · en · Skin Health and Disease
aff_core
w=5595
0/3OUThigh
empirical

Randomised double-blind trial of a topical cream for atopic dermatitis; a clinical efficacy and safety question.

OUThigh
empirical

The work reports a clinical trial of an atopic-dermatitis treatment rather than research practice.

OUThigh
empirical

Randomized clinical trial of topical SNG100 for moderate atopic dermatitis.

Learning Theories: The Role of Epistemology, Science, and Technology
2023 · book-chapter · en
aff_core
w=5595
0/3OUTlow
conceptual

Book chapter on epistemology and learning theories with no abstract; appears to be educational theory rather than a study of research practice.

OUTlow
conceptual

The title concerns learning theories and education, but the abstract is missing.

OUTmedium
conceptual

Chapter on learning theories, epistemology, science, and technology is educational theory, not metaresearch of research practice.

The Criminal Law, the Intelligence and Security Act and the Protective Security Requirements
2023 · article · en · Victoria University of Wellington Law Review
about_only
w=3321
0/3OUThigh
conceptual

Legal scholarship on New Zealand criminal law codification and security legislation.

OUThigh
conceptual

It analyzes New Zealand criminal-law codification and security legislation, not research itself.

OUThigh
conceptual

New Zealand criminal law and security statute analysis; legal doctrine, not metaresearch.

Safety Stock Estimation Based on Forecasted Demand Distribution Using Recurrent Mixture Density Networks
2023 · preprint · en · SSRN Electronic Journal
aff_core
w=5595
0/3OUThigh
empirical

Operations research on safety stock estimation using recurrent mixture density networks; a supply chain forecasting method for inventory, not a study of research.

OUThigh
empirical

This work develops a demand-forecasting approach for safety-stock estimation, not a study of research.

OUTlow
empirical

Operations/forecasting title on safety stock estimation; domain application, abstract missing.

The Improved Kidney Risk Score in ANCA-Associated Vasculitis for Clinical Practice and Trials
2023 · article · en · Journal of the American Society of Nephrology
fund_new
w=1679
0/3OUThigh
empirical

Development and validation of a clinical kidney risk prediction score in ANCA-associated vasculitis; a clinical prognostic tool, not a study of research practice.

OUThigh
empirical

The study develops and validates a clinical risk score for ANCA-associated vasculitis.

OUThigh
empirical

Clinical prognostic score for ANCA-associated kidney disease; object is disease risk, not trial methodology.

A Novel Pathway Implicated in Regulating Cognitive disfunction in a <i>Drosophila</i> Alzheimer’s Disease Model through Acer Inhibition and CG2233 Modulation
2023 · preprint · en · bioRxiv (Cold Spring Harbor Laboratory)
aff_core
w=5595
0/3OUThigh
empirical

Drosophila model of Alzheimer's disease and ACE inhibition; a biomedical mechanism question.

OUThigh
empirical

The study investigates biological mechanisms in an Alzheimer's disease model rather than research practice.

OUThigh
empirical

Drosophila Alzheimer disease model biology; object is disease pathways, not research practice.

The implication of kinetics characteristics of modern organisms for the hydrocarbon generation evolution of organic matter components in the lacustrine source rocks: A case study of the Dongying Formation from the Bozhong Sag, Bohai Bay Basin
2023 · article · en · Journal of Analytical and Applied Pyrolysis
aff_core
w=5595
0/3OUThigh
empirical

No abstract; petroleum geochemistry of hydrocarbon generation kinetics.

OUThigh
empirical

This concerns hydrocarbon generation in source rocks, not research itself.

OUThigh
empirical

Petroleum geochemistry title on hydrocarbon generation kinetics; empty abstract but domain-clear.

CrossFit and “Cancel Culture”: Probing Practitioners’ Responses to the “Canceling” of Greg Glassman
2023 · article · en · Journal of Sport and Social Issues
aff_core
w=5595
0/3OUThigh
empirical

Interview study of CrossFit practitioners on cancel culture; the OpenAlex topic label 'Academic Freedom' is misleading, the object is a sport community.

OUThigh
empirical

This studies CrossFit practitioners' responses to cancel culture, not research.

OUThigh
empirical

Sociology of sport study of CrossFit practitioners’ responses to cancel culture.

An <scp>IRONic</scp> case of <scp>PIMA</scp>
2023 · article · en · Veterinary Clinical Pathology
about_only
w=3321
0/3OUThigh
empirical

Veterinary clinical pathology case report.

OUThigh
empirical

This is a veterinary case report about anemia in a dog, not research about research.

OUThigh
empirical

Veterinary clinical pathology case of precursor-targeted immune-mediated anemia in a dog.

Influence of Nitrogen Sources or Plant Growth Regulator on Improving Spring Canola Yield in Northwestern Ontario
2023 · article · en · Journal of Agricultural Science and Technology B
about_only
w=3321
0/3OUThigh
empirical

Agronomy trial on nitrogen sources and canola yield; abstract absent but the title is unambiguous.

OUTlow
empirical

The title clearly concerns canola yield in agriculture, not research itself, but the abstract is missing.

OUTmedium
empirical

Agronomy of canola yield under nitrogen or growth regulators; title is domain agriculture with no abstract.

What the screen actually found

Three frontier models (Opus 4.8, GPT-5.6 high, Grok 4.5) screened the same 1,000 works from the REAL 4.3M frame, on the rubric's FULL eight-field payload, with randomized manifest-logged chunks and harness-written labels: every defect D1, D2, D11 and finding 16 identified, repaired. Design-weighted base rates span 1.89% to 3.54% (1.9x). But the sets are the finding, as finding 16 predicted: of the 51 works ANY model called metaresearch, only 19 (37%) were called metaresearch by ALL THREE, and 24 (47%) rest on a single model's opinion. THE FIELD'S BOUNDARY IS NOT A LINE THE MODELS SHARE; IT IS A REGION THEY EACH CUT DIFFERENTLY. GPT-5.6 also violated the locked output schema on 18 of 1,000 records, writing genre values into the tier field, which the manifest validator caught. The deliverable is not the base rate: it is the disagreement dossier, the 51 works that mark the empirical boundary of the field and against which the inclusion criteria must actually be written.

Computed 2026-07-12T19:52:14Z · all 22 findings · this dossier as JSON