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
L’acceptabilité sociale : une notion en consolidation
2018 · article · fr · Management international
french
w=1554
0/3OUTlow
conceptual

Conceptual mapping of the notion of social acceptability in management; the object is a business/social concept, not research practice.

OUThigh
empirical

It studies social acceptability and Hydro-Québec relations, not the Canadian research system.

OUThigh
conceptual

Conceptualizes social acceptability of firms and communities; management/STS of industry, not of research.

Nouvelle philanthropie et localisation de la lutte contre la pauvreté
2018 · article · fr · Nouvelles pratiques sociales
french
w=1554
0/3OUThigh
conceptual

Analysis of a philanthropic anti-poverty initiative in Montreal; social policy, not research.

OUThigh
conceptual

The article analyzes philanthropic approaches to poverty reduction, not research practice.

OUThigh
conceptual

Critical analysis of philanthropy and local poverty policy in Montreal; social policy, not research practice.

Are universal upper reference limits for alanine aminotransferase (ALT) appropriate for assessing pediatric liver injury?
2018 · article · en · Clinical Biochemistry
aff_core
w=5595
0/3OUThigh
empirical

No abstract; question about the appropriateness of clinical laboratory reference limits for ALT in children; clinical chemistry.

OUTlow
empirical

The title indicates a clinical study of pediatric liver-injury reference limits.

OUTmedium
empirical

Clinical question on pediatric ALT reference limits for liver injury; laboratory medicine, not methods research (no abstract).

Recoupling Industrial Dairy Feedlots and Industrial Farmlands Mitigates the Environmental Impacts of Milk Production in China
2018 · article · en · Environmental Science & Technology
aff_core
w=5595
0/3OUThigh
empirical

Environmental study of recoupling dairy feedlots and farmlands to reduce the impacts of milk production in China.

OUThigh
empirical

It studies environmental impacts of dairy production systems, not research itself.

OUThigh
empirical

Environmental assessment of dairy manure coupling in China; agricultural production, not research.

Which Dimension of Corporate Social Responsibility is a Value Driver in the Oil and Gas Industry?
2018 · article · en · Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration
aff_core
w=5595
0/3OUThigh
empirical

Finance study of which corporate social responsibility dimensions drive firm value in oil and gas; the object is firm valuation.

OUThigh
empirical

This study analyzes corporate social responsibility and firm value in the oil and gas industry, not research practice.

OUThigh
empirical

Business study of CSR dimensions and firm value in oil and gas; corporate finance object.

11. De l’union sociale canadienne à l’union sociale fédérale du Canada (1990-2006)
2006 · book-chapter · fr · Presses de l’Université de Montréal eBooks
french
w=1554
0/3OUThigh
conceptual

Book chapter on the Canadian social union and federal social policy from a Quebec perspective; the object is federalism and social policy, not the research system.

OUThigh
policy

The chapter analyzes Canadian federal social governance rather than the Canadian research system.

OUThigh
conceptual

Analysis of Canadian federal social-union politics; social policy, not the research system as object.

Influence of crown design and material on chipping-resistance of all-ceramic molar crowns: An in vitro study
2018 · article · en · Dental and Medical Problems
aff_core
w=5595
0/3OUThigh
empirical

In vitro study of crown design and material on chipping resistance of all-ceramic molar crowns; the object is dental materials.

OUThigh
empirical

The study tests dental crown materials rather than research itself.

OUThigh
empirical

In vitro dental materials study of crown chipping resistance; clinical materials science.

Overcoming Barriers to HIV Prevention and Healthcare Among Sub-Saharan African Migrants in Spain
2018 · article · en · JMIR Public Health and Surveillance
venue_new
w=2684
0/3OUThigh
editorial/commentary

Letter about HIV prevention and healthcare access for migrants; a public health commentary, not a study of research.

OUThigh
editorial/commentary

This commentary discusses HIV prevention and healthcare access among migrants, not research practice.

OUThigh
editorial/commentary

Public-health commentary on HIV testing access for migrants, not a study of research itself.

Historical biogeography among species of Varestrongylus lungworms (Nematoda: Protostrongylidae) in ungulates: episodic expansion and host colonization linking Eurasia and North America
2018 · article · en · Parasitology Research
aff_core
w=5595
0/3OUThigh
empirical

Historical biogeography of lungworms in ungulates; parasitology and systematics.

OUThigh
empirical

The title indicates a study of parasite biogeography and host colonization, not research itself.

OUThigh
empirical

Parasitology biogeography of Varestrongylus lungworms; domain biology, title clear without abstract.

The Degree to Which Secondary School Teachers in Public Schools Accept the Use of Transformative Leadership by Their Principals from Their Perspective
2018 · article · en · Modern Applied Science
venue_new
w=2684
0/3OUThigh
empirical

Survey of teachers on principals' transformative leadership; educational management.

OUThigh
empirical

The study examines teachers' acceptance of transformative leadership, not research practice.

OUThigh
empirical

Survey of teachers’ acceptance of principals’ transformative leadership; education administration.

Arterial lesions in giant cell arteritis: A longitudinal study
2018 · article · en · Seminars in Arthritis and Rheumatism
aff_core
w=5595
0/3OUThigh
empirical

Longitudinal study of arterial lesions in giant cell arteritis; a clinical disease question.

OUThigh
empirical

The title indicates a clinical study of arterial lesions rather than research itself.

OUTmedium
empirical

Clinical longitudinal study of giant cell arteritis; medical object, title clear enough despite no abstract.

Multimodal neuroimaging analysis in patients with SYNE1 Ataxia
2018 · article · en · Journal of the Neurological Sciences
aff_core
w=5595
0/3OUThigh
empirical

Neuroimaging study of patients with SYNE1 ataxia; clinical neuroscience.

OUTlow
empirical

The abstract is missing and the title alone indicates a clinical neuroimaging study rather than research about research.

OUThigh
empirical

Clinical neuroimaging of SYNE1 ataxia; medical domain study with empty abstract but unambiguous title.

L’Italia disfatta
2018 · article · fr · Sens public
french
w=1554
0/3OUThigh
conceptual

Essay on populism and Italian elections; a political-science topic.

OUThigh
conceptual

It analyzes populism and Italian politics rather than the research system.

OUThigh
editorial/commentary

Political commentary on Italian populism and democracy, not research systems.

Kwaito’s Promise, Music, and the Aesthetics of Freedom in South Africa. 2016. Gavin Steingo. Chicago: University of Chicago Press. 320 pp., figures, photos
2017 · article · en · MUSICultures
venue_new
w=2684
0/3OUThigh
editorial/commentary

Book review of an ethnomusicology monograph.

OUThigh
editorial/commentary

This is a book review about South African music and culture, not research itself.

OUThigh
editorial/commentary

Music book notice/review about South African aesthetics, not metaresearch.

Le chêne et le roseau : images de l’interculturalisme québécois / Une laïcité interculturelle. Le Québec, avenir de la France? de Jean Baubérot. La Tour d’Aigues, Éditions de l’Aube, 284 p.
2010 · article · fr · Érudit (Université de Montréal)
french
w=1554
0/3OUThigh
editorial/commentary

Book review essay on Quebec interculturalism and secularism; the object is political and cultural debate.

T3high
editorial/commentary

This is a book review and therefore contextual material.

OUTmedium
editorial/commentary

Book review on Quebec interculturalism/laicity; political-cultural commentary, empty abstract.

Wind-driven rain and future risk to built heritage in the United Kingdom: Novel metrics for characterising rain spells
2018 · article · en · The Science of The Total Environment
fund_new
w=1679
0/3OUThigh
empirical

Climate modeling of wind driven rain risk to built heritage; a domain science question.

OUThigh
empirical

The study models wind-driven rain and risks to built heritage.

OUThigh
empirical

Climate/heritage science on wind-driven rain risk to UK buildings; object is built heritage exposure, not research.

Mineral Composition of Lettuce Grown in Hydroponic System With Wastewater
2018 · article · en · Journal of Agricultural Science
venue_new
w=2684
0/3OUThigh
empirical

Agronomy experiment on the mineral composition of hydroponic lettuce grown with wastewater.

OUThigh
empirical

It studies mineral composition in hydroponically grown lettuce, not research practice.

OUThigh
empirical

Agricultural hydroponics study of lettuce mineral composition with wastewater.

Litterfall and Nutrient Returns in the Rainforest of Southwestern Cameroon: Some Implications for Tropical Forest Productivity
2018 · article · en · Environment and Natural Resources Research
venue_new
w=2684
0/3OUThigh
empirical

Forest ecology study of litterfall and nutrient return in a Cameroon rainforest; the object is nutrient cycling.

OUThigh
empirical

The study examines litterfall and nutrient cycling in a Cameroonian rainforest, not research practice.

OUThigh
empirical

Forest ecology of litterfall and nutrients in Cameroon; environmental domain study.

The influence of sex and neonatal stress on medullary microglia in rat pups
2018 · article · en · Experimental Physiology
aff_core
w=5595
0/3OUThigh
empirical

Animal experiment on neonatal stress and medullary microglia.

OUThigh
empirical

It experimentally studies microglia in rat pups rather than research practice.

OUThigh
empirical

Basic neuroscience of neonatal stress and medullary microglia in rats, not research-on-research.

Crystal structure of the C-terminal four-helix bundle of the potassium channel KCa3.1
2018 · article · en · PLoS ONE
fund_new
w=1679
0/3OUThigh
empirical

Crystal structure of a potassium channel domain; structural biology.

OUThigh
empirical

The study reports a crystal structure and biological implications of a potassium channel.

OUThigh
empirical

Crystal structure of a potassium channel domain is structural biology domain research.

Examining the Relationship Between Expert Work and External Audiences
2018 · article · en · Academy of Management Proceedings
aff_core
w=5595
0/3OUTlow
conceptual

Management symposium on how experts and professionals (lawyers, engineers, artists) interface with external audiences; adjacent to the sociology of expertise but the object is professional work in organizations rather than research.

OUThigh
conceptual

It examines expert work across professions, not research as a social or methodological system.

OUTmedium
conceptual

Organizational symposium on professionals facing external audiences; expertise in firms generally, not scientific research as the object.

Efficient control variate methods with applications to exotic options pricing under subordinated Brownian motion models
2018 · article · en · The North American Journal of Economics and Finance
aff_core
w=5595
0/3OUThigh
conceptual

No abstract; variance-reduction techniques for option pricing, i.e. a computational method in finance rather than a study of research practice.

OUThigh
conceptual

This concerns mathematical methods for financial option pricing, not research itself.

OUThigh
empirical

Financial mathematics on control variates for option pricing under a title that is domain-clear.

Essai sur le français parlé en Ontario : entre représentations et légitimité
2018 · article · fr · Cahiers Charlevoix Études franco-ontariennes
french
w=1554
0/3OUTmedium
conceptual

Essay on representations and legitimacy of French spoken in Ontario; the object is language attitudes, with only a passing call for better linguistic description.

OUThigh
conceptual

It analyzes representations and legitimacy of French spoken in Ontario.

OUThigh
conceptual

Sociolinguistic essay on representations of spoken French in Ontario, not the research system.

Devonian ( <i>c.</i> 388–375 Ma) Horn River Group of Mackenzie Platform (NW Canada) is an open-shelf succession recording oceanic anoxic events
2018 · article · en · Journal of the Geological Society
fund_new
w=1679
0/3OUThigh
empirical

Devonian stratigraphy and geochemistry of anoxic horizons in NW Canada; the object is geological history.

OUThigh
empirical

This geological study investigates Devonian anoxic events in northwestern Canada, not research practice.

OUThigh
empirical

Devonian stratigraphy and anoxic events of the Horn River Group; earth science domain.

Clinically Localized Prostate Cancer: ASCO Clinical Practice Guideline Endorsement of an American Urological Association/American Society for Radiation Oncology/Society of Urologic Oncology Guideline
2018 · article · en · Journal of Clinical Oncology
aff_core
w=5595
0/3OUThigh
policy

ASCO endorsement of a clinical practice guideline for localized prostate cancer; a position document about clinical care, not about research practice.

OUThigh
policy

The article endorses a prostate cancer clinical guideline and does not study research itself.

OUThigh
policy

Clinical practice guideline endorsement for prostate cancer care, not study of research methods or systems.

Multimodal Enhancement of Remyelination by Exercise with a Pivotal Role for Oligodendroglial PGC1α
2018 · article · en · Cell Reports
aff_core
w=5595
0/3OUThigh
empirical

Mouse study of exercise-enhanced remyelination; neuroscience.

OUThigh
empirical

This is a biomedical experiment on exercise and remyelination, not a study of research practice.

OUThigh
empirical

Neuroscience mouse study of exercise-enhanced remyelination mechanisms.

Βαθιά νευρωνικά δίκτυα με μηχανές διανυσμάτων υποστήριξης στο επίπεδο εξόδου
2018 · dissertation · el · Dione (University of Piraeus)
fund_new
w=1679
0/3OUThigh
empirical

Dissertation benchmarking neural networks with SVM output layers; machine learning.

OUThigh
empirical

It evaluates neural-network classifiers on benchmark datasets, not research methodology as an object.

OUThigh
empirical

Machine-learning dissertation comparing neural nets and SVMs on image benchmarks; method use, not research about research.

Race and the Thickening of Mediation in Repetitions of The Great Gatsby
2017 · article · en · English studies in Canada
venue_new
w=2684
0/3OUThigh
conceptual

Literary criticism of The Great Gatsby; humanities scholarship.

OUThigh
conceptual

It provides literary and cultural analysis of The Great Gatsby and its adaptations, not research itself.

OUThigh
conceptual

Literary analysis of race and mediation in The Great Gatsby adaptations; humanities criticism.

Jeffrey Vacante, National Manhood and the Creation of Modern Quebec, Vancouver, UBC Press, 2017, 244 p.
2018 · article · en · Recherches sociographiques
venue_new
w=2684
0/3OUThigh
other

Book review of a monograph on national manhood and the creation of modern Quebec; the object is Quebec social history.

OUThigh
editorial/commentary

This is a book review about Quebec history and masculinity, not metaresearch.

T3high
editorial/commentary

Bare bibliographic notice of a history book; commentary/listing, not metaresearch.

Behaviour Change Strategies Endorsed by Gamblers Subtyped by Psychological Distress, Risky Alcohol Use, and Impulsivity
2018 · article · en · Journal of Gambling Studies
aff_core
w=5595
0/3OUThigh
empirical

Study of behaviour change strategies among gambler subtypes; abstract absent but the title is unambiguous.

OUTlow
empirical

The title concerns behavior-change strategies among gamblers, not research itself, but the abstract is missing.

OUTmedium
empirical

Gambling behaviour-change psychology study; no abstract, but title is clear domain psychology.

A Domain Model for Requirements-Driven Insight for Internal Stakeholders: A Proposal for an Exploratory Interactive Study
2018 · article · en
aff_core
w=5595
0/3OUThigh
empirical

Proposal for a workshop study building a requirements-engineering domain model; the object is software development practice, not research practice.

OUThigh
empirical

This proposes a requirements-engineering domain model for software stakeholders rather than studying research.

OUTmedium
empirical

Software requirements-engineering workshop proposal about system-development stakeholders, not scientific research.

Motor Imagery Training for Gait Rehabilitation of People With Post-Stroke Hemiparesis: Practical Applications and Protocols
2018 · article · en · Global Journal of Health Science
venue_new
w=2684
0/3OUThigh
other

Proposed clinical protocol for motor imagery training after stroke; a rehabilitation practice guide.

OUThigh
conceptual

The article proposes clinical motor-imagery rehabilitation protocols for post-stroke gait.

OUThigh
empirical

Motor-imagery protocols for post-stroke gait rehab is clinical rehabilitation practice, not research methods study.

Courtiers en développement et contrôleurs d’accès : deux figures incontournables des politiques de lutte contre la pauvreté rurale en Afrique du Sud
2018 · article · fr · Cahiers Agricultures
french
w=1554
0/3OUThigh
empirical

Analysis of brokers and gatekeepers in South African rural anti-poverty programs; development policy.

OUThigh
empirical

This article analyzes rural-poverty programs and development policy rather than research practice.

OUThigh
empirical

Anthropology/political analysis of development brokers in rural South Africa; development policy, not metaresearch.

Dancing from bottoms up – Roles of the POZ-ZF transcription factor Kaiso in Cancer
2018 · review · en · Biochimica et Biophysica Acta (BBA) - Reviews on Cancer
aff_core
w=5595
0/3OUThigh
other

Molecular biology review of the transcription factor Kaiso in cancer; the object is cancer biology.

OUThigh
conceptual

This review concerns molecular mechanisms in cancer, not metaresearch.

OUTmedium
conceptual

Biomedical cancer biology review of transcription factor Kaiso; title is domain, abstract missing.

The interest gap: how gender stereotype endorsement about abilities predicts differences in academic interests
2018 · article · en · Social Psychology of Education
aff_core
w=5595
0/3OUTmedium
empirical

Study of gender stereotype endorsement and students' academic interests; educational psychology about pupils, not the research workforce, and no abstract.

OUThigh
empirical

This study examines gender stereotypes and academic interests, not the research system.

OUTmedium
empirical

Educational-psychology title on gender stereotypes predicting academic interests; student interests, not research workforce/careers.

2. A Demographic Profile of Koreans in Canada
2012 · book-chapter · en · University of Toronto Press eBooks
about_only
w=3321
0/3OUThigh
empirical

Book chapter presenting a demographic profile of Koreans in Canada; a demography topic.

OUThigh
empirical

The title identifies a demographic study of Koreans in Canada, not the Canadian research system.

OUTmedium
empirical

Demographic profile of Koreans in Canada; migration statistics, not the research system.

Waite, S. (2017). Teaching queer: Radical possibilities for writing and knowing. Pittsburgh, Pennsylvania: University of Pittsburgh.
2018 · article · en · Discourse and Writing/Rédactologie
aff_core
w=5595
0/3OUTlow
editorial/commentary

Book review of a monograph on queer writing pedagogy; the object is teaching, not research practice.

OUThigh
editorial/commentary

It is a book review about queer teaching and writing, not research practice.

OUThigh
editorial/commentary

Personal book review of queer pedagogy text; not empirical or conceptual metaresearch.

Intraductal carcinoma of the prostate (IDC‐P) lowers apparent diffusion coefficient (ADC) values among intermediate risk prostate cancers
2018 · article · en · Journal of Magnetic Resonance Imaging
aff_core
w=5595
0/3OUThigh
empirical

MRI study of how intraductal carcinoma affects apparent diffusion coefficient values in prostate cancer; a diagnostic imaging question.

OUThigh
empirical

The study examines MRI features of prostate cancer, not research itself.

OUThigh
empirical

Clinical radiology study of IDC-P and ADC values; prostate cancer domain imaging.

Les faits de corruption à l’échelle internationale : le rôle des pouvoirs publics canadiens et des outils de soft law
2018 · article · fr · Revue Organisations & territoires
french
w=1554
0/3OUThigh
conceptual

Analysis of Canadian anti-corruption law and corporate soft-law compliance; governance of business, not of research.

OUThigh
conceptual

This legal analysis concerns international corruption regulation, not research.

OUThigh
policy

Legal analysis of international corruption control and Canadian soft-law tools, not research governance.

Multiphase Flow
2009 · other · en
aff_core
w=5595
0/3OUThigh
other

Engineering book chapter on multiphase flow in microfluidics; the object is fluid physics.

OUThigh
conceptual

The chapter presents technical material on multiphase flow, not research itself.

OUThigh
other

Engineering handbook chapter on multiphase microfluidic flows; domain technical content.

Prioritising indigenous representations of geopower: the case of Tulita, Northwest Territories, Canada
2018 · dissertation · en · Oxford University Research Archive (ORA) (University of Oxford)
about_only
w=3321
0/3OUTmedium
empirical

Ethnography of Indigenous representations of geopower in Tulita; disciplinary reflexivity appears only in the framing, the object is the community.

OUThigh
empirical

The thesis studies Indigenous representations of geopower, not research or science as a social system.

OUThigh
empirical

Indigenous geopolitics ethnography of Tulita; object is geopower and place, not research systems.

New fossils of Australopithecus anamensis from Kanapoi, West Turkana, Kenya (2012–2015)
2017 · article · en · Journal of Human Evolution
fund_new
w=1679
0/3OUThigh
empirical

No abstract; description of new hominin fossils; paleoanthropology.

OUThigh
empirical

The work reports newly discovered Australopithecus fossils.

OUTmedium
empirical

Paleoanthropological fossil description; domain human evolution (no abstract).

Equality Delayed is Equality Denied for Indigenous Women
2024 · article · fr
french
w=1554
0/3OUThigh
conceptual

Essay on sexism in the Indian Act toward Indigenous women; legal and social history, not research practice.

OUThigh
conceptual

This discusses sex discrimination in Canadian Indigenous legislation, not research itself.

OUThigh
policy

Commentary on sexism in the Canadian Indian Act and Indigenous women's rights; legal/social policy, not research systems.

Cardiac β<sub>3</sub>‐adrenoceptors—A role in human pathophysiology?
2019 · review · en · British Journal of Pharmacology
fund_new
w=1679
0/3OUThigh
empirical

Pharmacology review of cardiac beta3-adrenoceptors in human pathophysiology.

OUThigh
other

It reviews cardiac receptor physiology and pharmacology, not research practice.

OUThigh
empirical

Pathophysiology review of cardiac β3-adrenoceptors; clinical/basic cardiology.

Physical Properties of Concrete
2019 · book-chapter · en
aff_core
w=5595
0/3OUThigh
other

Book chapter on the physical properties of concrete; a materials engineering topic.

OUThigh
other

The chapter concerns the physical properties of concrete, not research itself.

OUTmedium
other

Title indicates materials chapter on concrete properties; engineering domain.

Logique médiatique de la destruction
2018 · book-chapter · fr · Presses universitaires de Strasbourg eBooks
french
w=1554
0/3OUThigh
conceptual

Film-theory essay on destruction in Ozu's cinema.

OUThigh
conceptual

This chapter analyzes cinematic technique and destruction, not research.

OUThigh
conceptual

Film-theory analysis of destruction in Ozu cinema, not scholarly communication research.

Total Quality Management (TQM) Implementation in the Manufacturing Sector in Saudi Arabia: A Systematic Review
2019 · review · en · Business and Management Research
venue_new
w=2684
0/3OUThigh
empirical

Systematic review of total quality management implementation in Saudi manufacturing; the synthesis method is used to answer a management question about firms, not to study research.

OUThigh
empirical

The review studies TQM implementation in Saudi manufacturing rather than research practice.

OUThigh
empirical

Systematic review of TQM in Saudi manufacturing; uses synthesis methods to answer a management question, not to study research itself.

SMOOTH TRANSITIONS: INTEGRATING A HIGH SCHOOL AND TEACHER EDUCATION PROGRAM
2019 · article · en · 2019 Conference of the Canadian Society for the Study of Education
aff_core
w=5595
0/3OUTmedium
empirical

Study of a high school to teacher education transition program; professional education, not research training.

OUThigh
empirical

The study examines transitions between high school and teacher education programs.

OUThigh
empirical

Integrated high-school/teacher-education pathway study is education research, not study of scientific research systems.

None of the Boys: Transmasculine Representation and Dominant Practices of Masculinity
2018 · article · en · 2019 Conference of the Canadian Society for the Study of Education
aff_core
w=5595
0/3OUThigh
empirical

Critical discourse analysis of transmasculine representation in popular media; the object is media representation.

OUThigh
conceptual

The paper studies transmasculine representation in popular media and culture.

OUThigh
conceptual

Media/gender studies of transmasculine representation, not research practice.

31. Les intellectuels catholiques et l'université moderne
2002 · book-chapter · fr · Presses de l’Université de Montréal eBooks
french
w=1554
0/3OUTlow
conceptual

Intellectual-history chapter on a Catholic thinker's vision of faith, science and the university; touches the limits of science but is religious intellectual history, not a study of contemporary research practice.

OUThigh
conceptual

This discusses Catholic intellectuals, faith, science, and the university rather than research practice itself.

OUTmedium
conceptual

Historical-theological discussion of Catholic intellectuals in the modern university, not contemporary research practice.

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