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.
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.
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.
| Work | Stratum | n_in | Opus 4.8 | GPT-5.6 | Grok 4.5 |
|---|---|---|---|---|---|
| L’acceptabilité sociale : une notion en consolidation 2018 · article · fr · Management international | french w=1554 | 0/3 | OUTlow 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUTlow 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 | 0/3 | OUThigh 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 | 0/3 | OUTmedium 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUTmedium 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 | 0/3 | OUThigh 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 | 0/3 | OUTlow 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUTmedium 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUThigh 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 | 0/3 | OUTmedium 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 | 0/3 | OUThigh 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 | 0/3 | OUTlow 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