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.

1,000 works
WorkStratumn_inOpus 4.8GPT-5.6Grok 4.5
Designing communicating transaction processes by supervisory control theory
2006 · article · en · Formal Methods in System Design
aff_core
w=5595
0/3OUThigh
empirical

Supervisory control theory for designing transaction processes; a formal methods contribution.

OUThigh
other

The title clearly indicates a technical study of transaction processes rather than research itself.

OUThigh
empirical

Formal methods paper on designing communicating transaction processes; CS systems design, not metaresearch.

An inverse relationship between allelopathic activity and salt tolerance in suspension cultures of three mangrove species, Sonneratia alba, S. caseolaris and S. ovata: development of a bioassay method for allelopathy, the protoplast co-culture method
2014 · article · en · Journal of Plant Research
fund_new
w=1679
0/3OUThigh
empirical

Allelopathy and salt tolerance bioassay in mangroves; plant physiology, and the new bioassay is a domain method.

OUTlow
empirical

The title indicates a plant allelopathy and bioassay study, but the abstract is missing.

OUTmedium
empirical

Plant allelopathy and salt-tolerance bioassay methods; domain plant biology, abstract missing.

Opposites attract: MHC‐associated mate choice in a polygynous primate
2009 · article · en · Journal of Evolutionary Biology
fund_new
w=1679
0/3OUThigh
empirical

Evolutionary biology study of MHC-associated mate choice in mandrills; the object is animal reproduction.

OUThigh
empirical

This study examines mate choice and genetics in mandrills, not research practice.

OUThigh
empirical

Evolutionary biology of MHC-associated mate choice in mandrills.

La différentiation automatique et son utilisation en optimisation
2008 · article · fr · RAIRO - Operations Research
french
w=1554
0/3OUThigh
conceptual

Tutorial survey of automatic differentiation and its use in optimization software; a numerical technique, not research practice.

OUThigh
conceptual

The work discusses automatic differentiation as a computational technique, not research practice.

OUThigh
conceptual

Survey of automatic differentiation for optimization software; object is a computational technique, not research practice.

Efficacy of medical grade honey against multidrug-resistant organisms of operational significance
2014 · article · en · The Journal of Trauma: Injury, Infection, and Critical Care
about_only
w=3321
0/3OUThigh
empirical

In vitro efficacy of medical grade honey against multidrug-resistant organisms; 'validation' here is laboratory antimicrobial testing, and the object is wound treatment.

OUThigh
empirical

The study tests medical honey against resistant organisms, not research itself.

OUThigh
empirical

Clinical microbiology efficacy of medical-grade honey against pathogens; therapeutic domain.

Bovine colostrum, training status, and gastrointestinal permeability during exercise in the heat: a placebo-controlled double-blind study
2014 · article · en · Applied Physiology Nutrition and Metabolism
aff_core
w=5595
0/3OUThigh
empirical

Placebo-controlled trial of bovine colostrum on gut permeability during exercise.

OUThigh
empirical

This randomized exercise study evaluates bovine colostrum effects rather than research practice.

OUThigh
empirical

Exercise-physiology RCT-style study of colostrum and GI permeability under heat stress.

Texture Feature Extraction From Texture Spectrum
2005 · article · en
aff_core
w=5595
0/3OUThigh
empirical

Computer vision method for texture feature extraction from texture spectrum; an image analysis technique.

OUThigh
empirical

The work develops texture feature extraction methods for image analysis, not a study of research.

OUTmedium
empirical

Computer vision texture feature extraction; method use, not study of research.

On three models of magneto-hydrodynamic free-convection flow
2009 · article · en · Canadian Journal of Physics
venue_new
w=2684
0/3OUThigh
conceptual

Theoretical physics comparing three models of magneto-hydrodynamic free-convection flow; the object is a physical model.

OUThigh
conceptual

The work models magnetohydrodynamic flow and does not study research practice.

OUThigh
empirical

Mathematical physics of magneto-hydrodynamic free-convection flows; domain engineering science.

ULTRASONOGRAPHIC MEASUREMENT OF KIDNEY‐TO‐AORTA RATIO AS A METHOD OF ESTIMATING RENAL SIZE IN DOGS
2007 · article · en · Veterinary Radiology & Ultrasound
aff_core
w=5595
0/3OUThigh
empirical

Ultrasound kidney-to-aorta ratio in dogs; a veterinary measurement study, with 'reproducibility' in the assay sense.

OUThigh
empirical

This evaluates a veterinary ultrasound measurement method, not research methodology as an object.

OUThigh
empirical

Veterinary ultrasound method for canine renal size; measurement reproducibility is assay sense, not metaresearch.

A re‐evaluation of the role of killer whales <i>Orcinus orca</i> in a population decline of sea otters <i>Enhydra lutris</i> in the Aleutian Islands and a review of alternative hypotheses
2010 · review · en · Mammal Review
aff_core
w=5595
0/3OUThigh
empirical

Re-evaluation of ecological evidence about sea otter decline; the object is an ecological hypothesis, not research practice.

OUThigh
other

The review evaluates ecological explanations for sea-otter population decline.

OUThigh
empirical

Ecological re-evaluation of killer whale predation on sea otters; domain wildlife ecology.

Impaired Health Status and the Effect of Pain and Fatigue on Functioning in Clinical Trial Patients with Systemic Lupus Erythematosus
2013 · article · en · The Journal of Rheumatology
venue_new
w=2684
0/3OUThigh
empirical

Analysis of health status, pain and fatigue among lupus clinical trial patients; uses trial data to answer a clinical question.

OUThigh
empirical

The study examines health outcomes and treatment responses in patients with systemic lupus erythematosus.

OUThigh
empirical

Clinical analysis of pain/fatigue PROs in SLE trial patients; domain outcomes, not study of research methods.

Defective hematopoiesis and hepatic steatosis in mice with combined deficiencies of the genes encoding Fancc and Cu/Zn superoxide dismutase
2001 · article · en · Blood
aff_core
w=5595
0/3OUThigh
empirical

Mouse genetics of hematopoiesis in Fanconi anemia models.

OUThigh
empirical

The study examines gene deficiencies and disease phenotypes in mice.

OUThigh
empirical

Mouse genetics of Fanconi anemia and superoxide dismutase; biomedical disease model.

Detection of Intestinal Metaplasia in Barrett's Esophagus: An Observational Comparator Study Suggests the Need for a Minimum of Eight Biopsies
2007 · article · en · The American Journal of Gastroenterology
aff_core
w=5595
0/3OUThigh
empirical

Study of the optimal number of biopsies to detect intestinal metaplasia; a clinical sampling protocol, not a research method.

OUThigh
empirical

It evaluates a clinical biopsy protocol for detecting intestinal metaplasia.

OUThigh
empirical

Clinical comparator study of detecting intestinal metaplasia in Barrett's esophagus.

Crosslinking of a Peritrophic Matrix Protein Protects Gut Epithelia from Bacterial Exotoxins
2015 · article · en · PLoS Pathogens
fund_new
w=1679
0/3OUThigh
empirical

Molecular biology of transglutaminase crosslinking in the Drosophila gut.

OUThigh
empirical

The study investigates insect gut biology and bacterial toxins, not research itself.

OUThigh
empirical

Drosophila gut barrier biology against bacterial toxins; domain immunology/microbiology.

Design of a parallel genetic algorithm for the Internet
2002 · article · en
aff_core
w=5595
0/3OUThigh
empirical

Design of a parallel genetic algorithm; a computational tool for optimization, not a study of research practice.

OUThigh
conceptual

It develops a computational algorithm for optimization rather than studying research methods or practice.

OUThigh
empirical

Computer science algorithm design for parallel genetic algorithms, not metaresearch on how research is done.

Heinrich event 1: an example of dynamical ice-sheet reaction to oceanic changes
2011 · article · en · Climate of the past
about_only
w=3321
0/3OUThigh
empirical

Modeling of ice-sheet response during Heinrich event 1; paleoclimate science.

OUThigh
conceptual

The work models the climate and ice-sheet dynamics of a Heinrich event rather than research itself.

OUThigh
empirical

Paleoclimate modeling of Heinrich event 1 ice-sheet dynamics; earth system science.

Lactoferrin: influences on Langerhans cells, epidermal cytokines, and cutaneous inflammation
2002 · article · en · Biochemistry and Cell Biology
venue_new
w=2684
0/3OUThigh
empirical

Lactoferrin effects on Langerhans cells and cutaneous inflammation; immunology.

OUThigh
empirical

This biomedical experiment studies lactoferrin and inflammation rather than research methodology.

OUThigh
empirical

Biomedical study of lactoferrin effects on Langerhans cells and cutaneous inflammation.

In Regard to Girinsky et al
2014 · letter · en · International Journal of Radiation Oncology*Biology*Physics
aff_core
w=5595
0/3OUTlow
editorial/commentary

Letter to the editor about a specific radiation oncology paper; no abstract, and the correspondence concerns a clinical study rather than research practice.

T3high
editorial/commentary

A letter responding to another article is contextual scholarly communication.

T3high
editorial/commentary

Letter to the editor responding to a clinical paper, contextual correspondence under the rubric.

A review on recent advances on knowledge management implementations
2013 · review · en · Management Science Letters
venue_new
w=2684
0/3OUTmedium
other

Review of knowledge management implementations in organizations and educational units; organizational knowledge management, not the information behavior of researchers or research infrastructure.

OUThigh
conceptual

The review concerns knowledge-management implementation rather than how research is conducted or communicated.

OUTmedium
conceptual

Organizational knowledge-management implementation review in education and projects, not research systems.

Poster 148: Children With Primary Language Impairment Transitioning to School: Utilization and Satisfaction With Rehabilitation Services
2010 · article · en · Archives of Physical Medicine and Rehabilitation
aff_core
w=5595
0/3OUThigh
empirical

Conference poster on rehabilitation service utilization and satisfaction among children with language impairment; health services research, not metaresearch.

OUThigh
empirical

The work concerns rehabilitation services for children with language impairment.

OUTmedium
empirical

Poster on pediatric rehab service use for language impairment; clinical/services research, not metaresearch.

Precipitation frequency controls interannual variation of soil respiration by affecting soil moisture in a subtropical forest plantation
2011 · article · en · Canadian Journal of Forest Research
venue_new
w=2684
0/3OUThigh
empirical

Forest ecology study of precipitation frequency and interannual soil respiration; the object is an ecosystem process.

OUThigh
empirical

This ecological study examines soil respiration and precipitation in a forest plantation, not research itself.

OUThigh
empirical

Forest ecology study of soil respiration and precipitation; environmental domain.

Dynamic analysis of an optical fiber coupler in telecommunications
2003 · article · en · Journal of Sound and Vibration
aff_core
w=5595
0/3OUThigh
empirical

Engineering analysis of optical fiber coupler dynamics; abstract absent but the title is unambiguous.

OUThigh
empirical

The title indicates an engineering study of optical-fiber dynamics, not metaresearch.

OUThigh
empirical

Engineering dynamics of an optical fiber coupler, domain technical work.

Évaluation du débit réservé par méthodes hydrologiques et hydrobiologiques
2005 · article · fr · Revue des sciences de l eau
french
w=1554
0/3OUTmedium
empirical

Compares hydrological and hydrobiological methods for estimating instream reserved flow; the object is a water-management estimation problem, not research practice.

OUThigh
empirical

The study evaluates ecological flow-management methods for salmon habitat rather than research practice.

OUThigh
empirical

Applies hydrological and habitat models to environmental flow in a New Brunswick stream; domain water science.

Erratum to: Correlation for Estimating the Effects of Temperature on the Viscosity of Light Hydrocarbon Solvents
2013 · erratum · en · Journal of Materials Engineering and Performance
aff_core
w=5595
0/3OUTlow
other

Bare erratum to an engineering viscosity correlation; a correction attached to domain work rather than to the metaresearch ecosystem.

T3high
other

This is an erratum, a contextual correction explicitly mapped as T3.

T3high
other

Erratum/correction record; T3 mapped correction, not pooled analytic metaresearch.

Bootstrapping from Game Tree Search
2009 · article · en
aff_core
w=5595
0/3OUThigh
empirical

Machine learning algorithm for updating heuristic evaluation functions in game tree search.

OUThigh
empirical

It develops a machine-learning algorithm for chess evaluation.

OUThigh
empirical

AI algorithm for learning from game-tree search is computer science, not research studies.

Use of Anionic Micelles in Photogalvanic Cells for Solar Energy Conversion and Storage Dioctylsulfosuccinate-mannitol-safranine System
2007 · article · en · Energy Sources Part A Recovery Utilization and Environmental Effects
fund_new
w=1679
0/3OUThigh
empirical

Photochemistry of a micellar photogalvanic cell for solar energy conversion; the object is a device.

OUThigh
empirical

The work studies solar-cell performance, not research methods or the research system.

OUThigh
empirical

Experimental photochemistry and solar cell performance; domain science, not metaresearch.

Role of Pemetrexed in Sdvanced Non-Small-Cell Lung Cancer: Meta-Analysis of Randomized Controlled Trials, with Histology Subgroup Analysis
2012 · article · en · Current Oncology
aff_core
w=5595
0/3OUThigh
empirical

Meta-analysis of randomized trials of pemetrexed in non-small-cell lung cancer; a synthesis method used to answer a clinical question, the paradigm OUT case in the rubric.

OUThigh
empirical

The meta-analysis answers a clinical treatment question rather than studying how meta-analyses are done.

OUThigh
empirical

Clinical meta-analysis of pemetrexed for lung cancer; method used to answer a treatment question.

Audio Fingerprint Extraction Using an Adapted Computational Geometry Algorithm
2012 · article · en · Computer and Information Science
venue_new
w=2684
0/3OUThigh
empirical

Audio fingerprinting algorithm; a signal-processing contribution in its own domain.

OUThigh
empirical

The work develops an audio fingerprinting algorithm rather than studying research practice.

OUThigh
empirical

Domain CS work on an audio fingerprinting algorithm; object is signal processing, not research practice.

Isolation of A New Sterol from Limonium stocksii and Antimicrobial Activities of Crude Extract
2013 · article · en · Journal of Basic & Applied Sciences
venue_new
w=2684
0/3OUThigh
empirical

Isolation of a new sterol from a plant and antimicrobial testing of the extract; the object is natural product chemistry.

OUThigh
empirical

The work studies a sterol and antimicrobial activity in a plant extract, not research practice.

OUThigh
empirical

Natural-product isolation and antimicrobial testing of a plant sterol; phytochemistry.

Picking winners? The effect of birth order and migration on parental human capital investments in pre-modern England
2013 · article · en · European Review of Economic History
fund_new
w=1679
0/3OUThigh
empirical

Economic history of birth order, migration, and parental human capital investment in pre-modern England; the object is historical household behavior.

OUThigh
empirical

The study examines parental human-capital investments in pre-modern England, not the research system.

OUThigh
empirical

Economic history of parental human-capital investment in pre-modern England; not about scientific research.

A Large Pseudoautosomal Region on the Sex Chromosomes of the Frog Silurana tropicalis
2013 · article · en · Genome Biology and Evolution
aff_core
w=5595
0/3OUThigh
empirical

Genomics study of the pseudoautosomal region on frog sex chromosomes.

OUThigh
empirical

It investigates frog sex chromosomes, not research itself.

OUThigh
empirical

Genetics of frog sex chromosomes; organismal biology, not research methods or system.

Settlement of a Tropical Marine Epibenthic Assemblage on Artificial Panels: Influence of Substratum Heterogeneity and Complexity Scales
2002 · article · en · Estuarine Coastal and Shelf Science
aff_core
w=5595
0/3OUThigh
empirical

Marine ecology experiment on epibenthic settlement; domain science.

OUThigh
empirical

This ecological study examines marine assemblage settlement, not research.

OUThigh
empirical

Marine ecology experiment on epibenthic settlement; title unambiguously domain science despite missing abstract.

Examining three frailty conceptualizations in their ability to predict negative outcomes for home-care clients
2010 · article · en · Age and Ageing
aff_core
w=5595
0/3OUTlow
empirical

Compares three frailty conceptualizations for predicting outcomes in home-care clients; uses the comparison to answer a clinical prediction question.

OUThigh
empirical

It examines frailty prediction for home-care clients, not research itself.

OUThigh
empirical

Compares frailty constructs to predict home-care outcomes; clinical geriatrics, not research methods.

Accident or osteoporosis?: Survey of community follow-up after low-trauma fracture.
2011 · article · en · PubMed
aff_core
w=5595
0/3OUThigh
empirical

Survey of post-fracture osteoporosis management; the object is clinical care quality, not research practice.

OUThigh
empirical

The study evaluates osteoporosis follow-up in patients, not research practice.

OUThigh
empirical

Clinical survey of post-fracture osteoporosis care; object is patient management, not research practice.

Hidden semi‐Markov models reveal multiphasic movement of the endangered Florida panther
2014 · article · en · Journal of Animal Ecology
aff_core
w=5595
0/3OUThigh
empirical

Hidden semi-Markov models applied to panther GPS data; a statistical method used to answer an ecology question.

OUThigh
empirical

This study applies a statistical model to animal movement and does not study research practice.

OUThigh
empirical

Wildlife ecology study of Florida panther movement modes; object is animal behaviour, not research practice.

Intra-Firm Upward Mobility and Immigration
2013 · article · en · SSRN Electronic Journal
aff_core
w=5595
0/3OUThigh
empirical

Labour economics paper on immigrants' within-firm upward mobility; domain research.

OUThigh
empirical

This work concerns immigration and workplace mobility, not research.

OUTmedium
empirical

Labour/immigration mobility paper; empty abstract but title is firm careers, not the research workforce.

RINGS IN WHICH ELEMENTS ARE UNIQUELY THE SUM OF AN IDEMPOTENT AND A UNIT
2004 · article · en · Glasgow Mathematical Journal
aff_core
w=5595
0/3OUThigh
conceptual

Abstract algebra result on uniquely clean rings; pure mathematics.

OUThigh
conceptual

This is a mathematical study of ring structures, not research practice or the research system.

OUThigh
conceptual

Pure ring theory in algebra; mathematics of clean rings, not a study of research practice.

Solidarity and conflict: aligned and misaligned prosody as a transactional resource in intra- and intercultural communication involving power differences
2010 · article · en · Cultural Studies of Science Education
aff_core
w=5595
0/3OUTlow
empirical

Discourse analysis of prosody in intercultural communication involving power differences; no abstract, and the stated object is interactional communication rather than research practice, though the venue is science-education/STS adjacent.

OUThigh
empirical

It studies prosody and communication involving power differences, not research practice.

OUTlow
empirical

Title-only prosody and intercultural communication study; no evidence the object is research practice.

L’antimissile de territoire comme mode de gouvernance technopolitique de la sécurité euro-atlantique
2012 · article · fr · Études internationales
french
w=1554
0/3OUTmedium
conceptual

Political analysis of missile defense as a technopolitical governance instrument; technology and security politics, not scientific knowledge production.

OUThigh
conceptual

It analyzes missile defense as a geopolitical governance technology.

OUThigh
conceptual

IR/security analysis of Euro-Atlantic missile defence, not science studies.

Tumor Paint: A Chlorotoxin:Cy5.5 Bioconjugate for Intraoperative Visualization of Cancer Foci
2007 · article · en · Cancer Research
aff_core
w=5595
0/3OUThigh
empirical

Development of a chlorotoxin bioconjugate for intraoperative cancer visualization; the object is an imaging agent.

OUThigh
empirical

It develops an optical cancer-imaging agent, not a study of research.

OUThigh
empirical

Cancer imaging bioconjugate (tumor paint); translational oncology tool, not research-on-research.

Managerial Incentives and Audit Fees: Evidence from the Mutual Fund Industry
2012 · article · en · Accounting and Finance Research
venue_new
w=2684
0/3OUThigh
empirical

Financial audit fees and managerial incentives in mutual funds; 'audit' here is financial, not research evaluation.

OUThigh
empirical

The study examines audit fees and managerial incentives in mutual funds, not research practice.

OUThigh
empirical

Accounting study of mutual-fund audit fees and managerial incentives; financial audit, not research integrity.

An investigation on factors influencing job satisfaction: A case study of electricity distribution firm
2013 · article · en · Management Science Letters
venue_new
w=2684
0/3OUThigh
empirical

Survey of job satisfaction factors among employees of an electricity distribution firm; organizational behavior outside the research workforce.

OUThigh
empirical

It studies employee job satisfaction in an electricity firm, not research itself.

OUThigh
empirical

Organizational psychology case study of job satisfaction in an electricity firm.

Vegetables Make the Meal: New Insights to Motivate Vegetable Preparation for Family Dinners
2012 · article · en · Journal of Nutrition Education and Behavior
venue_new
w=2684
0/3OUThigh
empirical

Nutrition education study on motivating vegetable preparation for family dinners.

OUThigh
empirical

The title identifies a nutrition and family-dinner study, not research itself.

OUThigh
empirical

Nutrition/behavior title on motivating vegetable preparation for family dinners.

Clinical Evaluation and Management of Metabolic and Morphologic Abnormalities Associated with Human Immunodeficiency Virus
2002 · review · en · Clinical Infectious Diseases
aff_core
w=5595
0/3OUThigh
other

Clinical review of managing metabolic and morphologic abnormalities in HIV; the object is patient management.

OUThigh
conceptual

The review addresses clinical management of HIV-associated abnormalities rather than research methodology.

OUTmedium
other

Clinical evaluation and management of HIV-associated metabolic abnormalities.

4-H Food Challenge
2010 · article · en · Journal of Nutrition Education and Behavior
venue_new
w=2684
0/3OUTmedium
other

Item about a 4-H youth food program; abstract absent, and nothing indicates research is the object.

OUTlow
other

The title suggests a food-related program or activity, but the missing abstract prevents precise genre assessment.

OUTlow
other

Nutrition-education title with no abstract; no indication the object is research practice.

A Qualitative Assessment of Weight Control among Rural Kansas Women
2009 · article · en · Journal of Nutrition Education and Behavior
venue_new
w=2684
0/3OUThigh
empirical

Qualitative study of weight-control behaviour among rural women; domain health research.

OUThigh
empirical

This qualitative study examines weight control among rural women, not research.

OUThigh
empirical

Qualitative public-health study of weight control among rural women.

Emergency contraceptive options available for adolescents.
2006 · article · en · PubMed
aff_core
w=5595
0/3OUThigh
other

Clinical question-and-answer piece on emergency contraception options for adolescents; the object is patient care.

OUThigh
conceptual

The article provides clinical guidance on emergency contraception rather than studying research practice.

OUThigh
editorial/commentary

Clinical Q&A on emergency contraception options for adolescents.

De l’Opération SalAMI à Némésis : le cheminement d’un groupe de femmes du mouvement altermondialiste québécois1
2006 · article · fr · Recherches féministes
french
w=1554
0/3OUThigh
empirical

Case study of a Quebec feminist activist group; social movement research.

OUThigh
empirical

This studies a feminist social movement rather than research itself.

OUThigh
empirical

Case study of a Quebec feminist alter-globalization group; social-movement research, not metaresearch.

Blue Luminescent Three‐Coordinate Organoboron Compounds with a 2,2′‐Dipyridylamino Functional Group.
2003 · article · en · ChemInform
aff_core
w=5595
0/3OUThigh
empirical

Synthesis and characterization of luminescent organoboron compounds; chemistry.

OUThigh
empirical

The study synthesizes and characterizes new organoboron compounds.

OUThigh
empirical

Synthesis and luminescence of organoboron compounds; domain chemistry.

Symptoms and fear in heart failure patients approaching end of life: a mixed methods study
2015 · article · en · Journal of Clinical Nursing
fund_new
w=1679
0/3OUTmedium
empirical

Mixed-methods study of fear and symptoms in heart failure patients; the remark on the value of mixed methods is incidental to a clinical object.

OUThigh
empirical

This mixed-methods study examines patient experiences in heart failure rather than research practice.

OUThigh
empirical

Clinical mixed-methods study of fear and symptoms in end-stage heart failure patients.

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