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 |
|---|---|---|---|---|---|
| Testing the reliability of standard and complementary DNA barcodes for the monocot subfamily Alooideae from South Africa 2016 · article · en · Genome | venue_new w=2684 | 0/3 | OUTmedium empirical Tests the species-discrimination power of DNA barcode markers in a plant subfamily; evaluates a laboratory marker's performance for taxonomy, a polysemous use of reliability rather than research methodology. | OUThigh empirical It evaluates DNA barcodes for identifying plant species, not the conduct or reporting of research. | OUThigh empirical Validates DNA barcodes for plant species identification; reliability is taxonomic method use, not research systems. |
| Sustained Global Recovery 2003 · article · en · The Journal of Business Forecasting Methods & Systems | about_only w=3321 | 0/3 | OUThigh other Macroeconomic outlook piece on global recovery in a business forecasting journal; the object is the world economy. | OUThigh other This economic outlook analyzes global recovery and policy conditions, not research itself. | OUThigh other Macroeconomic recovery and forecasting commentary; business/economy object. |
| On the Kodaira dimension of maximal orders 2021 · preprint · en · Advances in Mathematics | aff_core w=5595 | 0/3 | OUThigh empirical Pure mathematics preprint on the Kodaira dimension of maximal orders. | OUThigh conceptual The title identifies a mathematical research result with no indication that research itself is the object. | OUThigh conceptual Pure algebraic geometry title with no abstract; object is mathematics, not research systems. |
| <i>The Ukrainians: Unexpected Nation</i>, by Andrew Wilson 2002 · article · en · Journal of History | venue_new w=2684 | 0/3 | OUTmedium editorial/commentary Book review of a history of Ukraine; a review of domain scholarship with no abstract. | OUThigh other This is a book review about Ukrainian history and not metaresearch. | OUTmedium editorial/commentary Book-review style title of a national history work; not an editorial about research practice. |
| CD63 Modulates Spreading and Tyrosine Phosphorylation of Platelets on Immobilized Fibrinogen. 2004 · article · en · Blood | aff_core w=5595 | 0/3 | OUThigh empirical Cell biology of CD63 in platelet spreading and tyrosine phosphorylation; the object is a molecular mechanism. | OUThigh empirical This biomedical experiment studies platelet signaling and CD63 function, not research practice. | OUThigh empirical Platelet biology experiment on CD63 and integrin signaling; biomedical domain. |
| Cyclodextrin has conflicting actions on autophagy flux <i>in vivo</i> in brains of normal and Alzheimer model mice 2017 · article · en · Human Molecular Genetics | fund_new w=1679 | 0/3 | OUThigh empirical Cyclodextrin effects on autophagy in mouse brains; preclinical neuroscience. | OUThigh empirical The work studies autophagy and cyclodextrin effects in disease models, not research itself. | OUThigh empirical Biomedical study of cyclodextrin effects on autophagy in AD mice; domain neuroscience. |
| GRUNEWALD, Michel, PUSCHNER, Uwe, BOCK, Hans Manfred, Le milieu intellectuel conservateur en Allemagne, sa presse et ses réseaux (1890-1960)/ Das konservative Intellektuellenmilieu, seine Presse und seine Netzwerke 2013 · article · fr · Revue de l’Institut français d’histoire en Allemagne | french w=1554 | 0/3 | OUTmedium editorial/commentary Book review of a history of the German conservative intellectual milieu and its press; a review of a history book, not about contemporary research practice. | OUThigh other This is a review of a book about conservative intellectual networks in Germany, not metaresearch. | OUThigh editorial/commentary Book review of German conservative intellectual press networks; intellectual history, not metaresearch. |
| Ecological factors influencing lifetime productivity of pink salmon (<i>Oncorhynchus gorbuscha</i>) in an Alaskan stream 2017 · article · en · Canadian Journal of Fisheries and Aquatic Sciences | venue_new w=2684 | 0/3 | OUThigh empirical Ecological analysis of pink salmon productivity; fisheries science. | OUThigh empirical The study analyzes ecological determinants of pink salmon productivity. | OUThigh empirical Ecological analysis of pink salmon productivity; object is fish ecology, not science practice. |
| Exploring Complexes of Rhodopsin and Binding Partners in Virtual Reality 2017 · article · en · Biophysical Journal | aff_core w=5595 | 0/3 | OUTmedium other Meeting abstract on using virtual reality to visualize rhodopsin protein complexes; the object is molecular biophysics, not research practice. | OUThigh empirical The work studies rhodopsin complexes in virtual reality, not research practice or the research system. | OUThigh empirical Domain biophysics/visualization of rhodopsin complexes; empty abstract but title is unambiguous domain science. |
| Prevalence of Methicillin-Resistant Staphylococcus aureus (MRSA) Nasal Colonization among Healthy AAU Undergraduates 2016 · article · en · International Journal of Molecular Medical Science | venue_new w=2684 | 0/3 | OUThigh empirical Prevalence study of MRSA nasal colonization among Nigerian undergraduates; a microbiology/epidemiology question. | OUThigh empirical It measures MRSA colonization among Nigerian undergraduates, not research practice. | OUThigh empirical Microbiology prevalence study of MRSA nasal colonization in students, not metaresearch. |
| A Case-Control Study of Physical Activity, Obesity and Energy intake and the Risk of Kidney Cancer 2006 · article · en · American Journal of Epidemiology | aff_core w=5595 | 0/3 | OUThigh empirical Case-control study of physical activity, obesity and kidney cancer risk. | OUThigh empirical It studies physical activity, obesity, energy intake, and kidney-cancer risk. | OUTmedium empirical Case-control study of lifestyle factors and kidney cancer is domain epidemiology. |
| Synthesis of titania nanotube arrays by anodization 2015 · article · en | aff_core w=5595 | 0/3 | OUThigh empirical Materials chemistry synthesis of titania nanotube arrays. | OUThigh empirical It experimentally synthesizes titania nanotube arrays. | OUThigh empirical Synthesis of titania nanotube arrays is materials chemistry. |
| Acutely Reconstructed Isolated Supraclavicular Brachial Plexus Injury Caused By a Chainsaw 2016 · article · en · Plastic Surgery Case Studies | venue_new w=2684 | 0/3 | OUThigh empirical Surgical case report of brachial plexus reconstruction. | OUThigh empirical This is a clinical surgical case report, not a study of research. | OUThigh empirical Single clinical case report of brachial plexus reconstruction after chainsaw injury. |
| Les droits linguistiques au Canada 2014 · article · fr · Revue de droit Université de Sherbrooke | french w=1554 | 0/3 | OUThigh other Book review of a Canadian language-rights legal treatise; the object is law, not research. | OUThigh editorial/commentary This is a commentary on a Canadian legal reference work, not a study of research. | OUThigh other Book notice on Canadian linguistic rights law, not a study of research practice. |
| Accountability regimes in federal‐provincial Labour Market Agreements 1995‐2015 2017 · article · en · Canadian Public Administration | about_only w=3321 | 0/3 | OUThigh conceptual Analysis of accountability in Canadian federal-provincial labour market agreements; workforce development policy, not the research system. | OUThigh empirical The work studies accountability in labour market policy agreements, not research policy or research practice. | OUThigh empirical Public administration analysis of Canadian labour-market agreement accountability; employment policy, not the research system. |
| Régulation de la dégradation de p27Kip¹ par phosphorylation de la protéine adaptatrice Cks 1 2006 · dissertation · fr · Open MIND | french w=1554 | 0/3 | OUThigh empirical Molecular biology thesis on regulation of p27Kip1 degradation. | OUThigh empirical It studies molecular regulation of a cell-cycle protein. | OUTmedium empirical Molecular regulation of p27Kip1 degradation is biochemistry; abstract too thin for more. |
| The Money Shot: Postmodern Economies of Sex, Guns, and Language in Topdog/Underdog.” 2007 · article · en · Modern Drama | venue_new w=2684 | 0/3 | OUThigh conceptual Literary criticism of a play; abstract absent but the title is unambiguous. | OUThigh conceptual The work analyzes literature and language rather than research itself. | OUThigh conceptual Literary criticism of a play, not research practice or scholarly communication as objects of study. |
| Fetal Hemodynamics and Brain Development in Late Onset Intrauterine Growth Restriction 2016 · dissertation · en · TSpace (University of Toronto) | fund_new w=1679 | 0/3 | OUThigh empirical MRI thesis on fetal hemodynamics and brain development in late-onset intrauterine growth restriction; a clinical/physiological question. | OUThigh empirical The dissertation studies fetal hemodynamics and brain development, not research itself. | OUThigh empirical Clinical fetal hemodynamics and brain development in IUGR; biomedical domain study. |
| Vancouver Special : Ambivalent Pleasures 2016 · book · fr | french w=1554 | 0/3 | OUThigh other Contemporary art exhibition catalogue assessing Vancouver arts activity and discourse; the object is artistic practice, not research practice. | OUThigh other The book concerns contemporary art in Vancouver and does not study research itself. | OUTmedium other Art or exhibition text on Vancouver Special; not about research practice. |
| Proliferative Vitreoretinopathy (PVR) Update: Current Surgical Techniques and Emerging Medical Management 2017 · article · en · Journal of VitreoRetinal Diseases | aff_core w=5595 | 0/3 | OUThigh other Clinical narrative review of surgical and medical management of proliferative vitreoretinopathy; the object is patient treatment. | OUThigh conceptual This review addresses clinical management of retinal disease rather than evidence-synthesis methodology. | OUThigh other Clinical literature update on PVR surgical and medical management, not methods of research. |
| Chandelier scleral buckling for retinal detachment in Stevens-Johnson syndrome 2017 · article · en · Canadian Journal of Ophthalmology | venue_new w=2684 | 0/3 | OUThigh empirical Ophthalmology case report of chandelier scleral buckling for retinal detachment. | OUThigh empirical The title clearly identifies a retinal surgery study, not research practice. | OUThigh empirical Clinical ophthalmology title on scleral buckling for retinal detachment. |
| Dynamo: A Phase 2 Study Demonstrating the Clinical Activity of Duvelisib in Patients with Relapsed Refractory Indolent Non-Hodgkin Lymphoma 2016 · article · en · Blood | aff_core w=5595 | 0/3 | OUThigh empirical Phase 2 clinical trial of duvelisib in lymphoma; a clinical efficacy question. | OUThigh empirical This reports a clinical trial of lymphoma treatment, not research itself. | OUThigh empirical Phase 2 clinical trial of duvelisib in indolent lymphoma; therapeutic efficacy, not research practice. |
| State of Shocks Synchronization among Members of the GCC 2017 · article · en · Research in World Economy | venue_new w=2684 | 0/3 | OUThigh empirical Macroeconomic SVAR analysis of supply and demand shocks in GCC countries. | OUThigh empirical This paper studies macroeconomic shock synchronization, not research. | OUThigh empirical Macroeconomics of GCC supply and demand shocks, not science of science. |
| 1P308 Real time image analysis technology for identification and collection of clustered cells using on-chip multi-imaging cell sorter(28. Bioengineering,Poster) 2013 · article · en · Seibutsu Butsuri | aff_core w=5595 | 0/3 | OUThigh empirical Development of an imaging cell-sorter technology; bioengineering. | OUThigh empirical This reports a biomedical cell-sorting technology and does not study research practice. | OUThigh empirical Bioengineering poster on on-chip cell imaging and sorting technology, not metaresearch. |
| Les défis de l’innovation selon la théorie de l’activité : le cas de l’école (éloignée) en réseau 2017 · article · fr · Canadian Journal of Education / Revue canadienne de l éducation | french w=1554 | 0/3 | OUThigh empirical Activity-theory analysis of a networked-school innovation; the object is school teaching and learning, not research. | OUThigh empirical This studies educational innovation in schools rather than the conduct or governance of research. | OUThigh empirical Activity-theory analysis of networked school innovation; object is education practice, not research. |
| Preparation of poly(methyl methacrylate)‐Silica nanoparticles via differential microemulsion polymerization and physical properties of <scp>NR</scp>/<scp>PMMA</scp>‐<scp>S</scp>i<scp>O</scp><sub>2</sub> hybrid membranes 2017 · article · en · Polymer Engineering and Science | aff_core w=5595 | 0/3 | OUThigh empirical Polymer science on PMMA-silica nanoparticles and hybrid membranes; the object is a material. | OUThigh empirical The study investigates polymer nanoparticles and membrane properties, not research practice. | OUThigh empirical Materials science study of PMMA-silica nanoparticles and membranes; not about research itself. |
| Spontaneous low frequency BOLD signal variations from resting-state fMRI are decreased in Alzheimer disease 2017 · article · en · PLoS ONE | aff_core w=5595 | 0/3 | OUThigh empirical Resting-state fMRI study of Alzheimer disease; domain neuroscience. | OUThigh empirical This study develops an imaging measure of Alzheimer disease activity, not a study of research methods themselves. | OUThigh empirical Alzheimer neuroimaging study of BOLD signal variation, domain clinical neuroscience. |
| A case of hypocholesterolemia and steatosis in a carrier of a PCSK9 loss-of-function mutation and polymorphisms predisposing to nonalcoholic fatty liver disease 2017 · article · en · Journal of clinical lipidology | aff_core w=5595 | 0/3 | OUThigh empirical Clinical case report of a PCSK9 mutation carrier. | OUThigh empirical This reports a clinical case involving a genetic mutation and liver disease, not research itself. | OUTmedium empirical Clinical genetics case of PCSK9 mutation and steatosis; title-domain clear despite empty abstract. |
| New First Principles? Assessing the Internet's Challenges to Jurisdiction 2011 · article · en · eYLS (Yale Law School) | aff_core w=5595 | 0/3 | OUThigh conceptual International law analysis of jurisdiction over Internet activities. | OUThigh conceptual It analyzes international-law principles governing Internet activities. | OUThigh conceptual Public international law analysis of Internet jurisdiction, not a study of research systems. |
| Writing In The Engineering Design Lab: How Problem Based Learning Provides A Context For Student Writing 2020 · article · en | aff_core w=5595 | 0/3 | OUTmedium conceptual Piece on student writing in engineering design labs via problem-based learning; educational pedagogy, not research practice. | OUTmedium conceptual This discusses writing instruction in an engineering design lab, not research practice. | OUTmedium conceptual Engineering education piece on student writing in a design lab; pedagogy for students, not study of research practice. |
| Susceptibility of Graduate Assistants to Social Influence Persuasive Strategies 2017 · book-chapter · en · Lecture notes in computer science | aff_core w=5595 | 0/3 | OUTmedium empirical No abstract; persuasive-technology study in which graduate assistants are merely the sample, not a study of the research workforce. | OUThigh empirical This work studies social influence on graduate assistants, not research practice. | OUTlow empirical Missing abstract; title suggests persuasion experiment with graduate assistants as subjects, not study of research careers. |
| Globalization against Democracy 2017 · book · en · Cambridge University Press eBooks | aff_core w=5595 | 0/3 | OUThigh conceptual Book theorizing global capitalism and democracy; political economy. | OUThigh conceptual This theoretical work concerns globalization, capitalism, and democracy, not the research system. | OUThigh conceptual Political-economy book on global capitalism and democracy, not research practice. |
| Genes and molecular pathways underpinning ciliopathies 2017 · review · en · Nature Reviews Molecular Cell Biology | aff_core w=5595 | 0/3 | OUThigh empirical Molecular biology review of genes and pathways in ciliopathies; domain science. | OUThigh other This review concerns genes and molecular pathways in ciliopathies, not research. | OUThigh conceptual Molecular biology review of ciliopathy genes and pathways. |
| Faire récitation, faire poésie, produire un poème : chercher le ton ou chercher la voix ? 2002 · preprint · fr · HAL (Le Centre pour la Communication Scientifique Directe) | french w=1554 | 0/3 | OUThigh conceptual French preprint on recitation, poetry, and voice with only an 'International audience' stub; the title is unambiguously about poetic practice. | OUTlow conceptual The title indicates literary analysis of recitation and poetry, with too little abstract detail for higher confidence. | OUTlow other French title on poetry recitation with almost no abstract; no evidence the object is research itself. |
| 膵癌への挑戦 切除不能膵癌に対する最新の化学療法~FOLFIRINOXやGem+nab‐PTX~ 2017 · article · ja · Pharma Medica | venue_new w=2684 | 0/3 | OUThigh empirical Japanese-language review of chemotherapy for unresectable pancreatic cancer; a clinical topic. | OUTlow other The title concerns chemotherapy for unresectable pancreatic cancer rather than research practice. | OUThigh other Title is clinical chemotherapy for unresectable pancreatic cancer; no metaresearch object. |
| Satisfação e percepção de dor em puérperas: um estudo comparativo após parto vaginal e cesariana em maternidades públicas de Aracaju 2017 · article · pt · ABCS Health Sciences | about_only w=3321 | 0/3 | OUThigh empirical Cross-sectional clinical study comparing satisfaction and pain after vaginal birth and caesarean. | OUThigh empirical This clinical study examines childbirth pain and satisfaction, not research practice. | OUThigh empirical Clinical obstetric study of postpartum pain and satisfaction after delivery modes. |
| Highway Passenger Transport Based Express Parcel Service Network Design: Model and Algorithm 2017 · article · en · Journal of Advanced Transportation | venue_new w=2684 | 0/3 | OUThigh empirical Operations research model for designing an express parcel service network on highway coaches. | OUThigh conceptual It develops an optimization model for parcel transport networks, not research practice. | OUThigh empirical Operations research on highway express parcel service network design. |
| Towards Automated Nanomanipulation under Scanning Electron Microscopy 2012 · dissertation · en · Library and Archives Canada (Government of Canada) | venue_new w=2684 | 0/3 | OUThigh empirical Robotic nanomanipulation under electron microscopy; 'reproducibility' here refers to a manipulation procedure, a polysemy trap. | OUThigh empirical It develops and evaluates automated nanowire manipulation technology, with reproducibility referring to process performance. | OUThigh empirical Automated SEM nanomanipulation is materials/robotics engineering, not metaresearch. |
| Rapid analysis of medically relevant compounds in faba bean seeds using FAIMS and mass spectrometry 2017 · article · en · International Journal for Ion Mobility Spectrometry | aff_core w=5595 | 0/3 | OUThigh empirical Analytical chemistry method applying FAIMS and mass spectrometry to compounds in faba bean seeds. | OUThigh empirical It applies analytical chemistry to faba bean seeds rather than studying research methods. | OUThigh empirical Title-only analytical chemistry of compounds in faba beans; domain food/crop science. |
| Significant Enhancement of the Photoelectrochemical Activity of CuWO<sub>4</sub> by using a Cobalt Phosphate Nanoscale Thin Film 2017 · article · en · ChemElectroChem | aff_core w=5595 | 0/3 | OUThigh empirical Materials chemistry enhancing photoelectrochemical activity of CuWO4 photoanodes; the object is a catalyst. | OUThigh empirical The study investigates photoelectrochemical water splitting materials rather than research itself. | OUThigh empirical Photoelectrochemistry of CuWO4 photoanodes; energy materials research. |
| Transfusion-Related Acute Lung Injury In A Paediatric Intensive Care Unit Of Pakistan. 2018 · article · en · PubMed | about_only w=3321 | 0/3 | OUThigh empirical Cohort study of transfusion-related lung injury in a Pakistani PICU; a clinical epidemiology question. | OUThigh empirical This studies transfusion-related lung injury in children, not research itself. | OUThigh empirical Clinical cohort study of TRALI incidence in a Pakistani PICU; transfusion medicine outcomes. |
| A compreensão de textos de problemas matemáticos: aspetos metalinguísticos e metacognitivos 2017 · article · pt · Revista de Estudios e Investigación en Psicología y Educación | fund_new w=1679 | 0/3 | OUThigh other Set of classroom exercises for metalinguistic and metacognitive comprehension of mathematics word problems; 'meta' here is metalinguistic, not metaresearch, and the object is school pedagogy. | OUThigh conceptual The work presents educational exercises for understanding mathematical problem texts, not research practice. | OUThigh other Pedagogical exercises for math-problem text comprehension; education practice, not research systems. |
| Une ontologie ou une esthétique numérique ? 2017 · article · fr · Sens public | french w=1554 | 0/3 | OUThigh conceptual Philosophical essay on the ontology and aesthetics of digital versus analogue images; the object is image theory. | OUThigh conceptual The article develops a theory of photographic and digital images rather than studying research. | OUThigh conceptual Aesthetic/ontological essay on digital and silver-based images; art theory, not research practice. |
| Deployment to Employment: The Introduction of New Infantry Weapons in the Canadian Corps 2017 · article · en · Journal of military and strategic studies | venue_new w=2684 | 0/3 | OUThigh empirical Military history of infantry weapons, organization, and tactics in the Canadian Corps; no research-practice object. | OUThigh empirical This historical analysis examines infantry weapons and tactics in the Canadian Corps, not research itself. | OUThigh empirical Military history of infantry weapons employment in the Canadian Corps; not research as object. |
| Global Water Governance and Climate Change: Identifying Innovative Arrangements for Adaptive Transformation 2018 · article · en · Water | aff_core w=5595 | 0/3 | OUThigh empirical Case analysis of global water governance arrangements; the object is environmental governance, not research governance. | OUThigh empirical The study analyzes global water-governance arrangements and environmental dilemmas. | OUThigh conceptual Global water governance and adaptive arrangements; environmental governance, not research as object. |
| One-year risk of serious infection in patients treated with certolizumab pegol as compared with other TNF inhibitors in a real-world setting: data from a national U.S. rheumatoid arthritis registry 2018 · article · en · Arthritis Research & Therapy | fund_new w=1679 | 0/3 | OUTmedium empirical Registry comparison of infection risk across TNF inhibitors that applies propensity matching to reduce channeling bias; bias adjustment is used as a tool and the knowledge produced is about drug safety. | OUThigh empirical The registry study estimates medication safety in rheumatoid arthritis patients rather than studying research practice. | OUThigh empirical Real-world drug safety comparison in RA; uses propensity methods to answer a clinical question, not to study methods. |
| Abstracts of the 19th European Conference on Eye Movements 2017 2017 · article · en · Journal of Eye Movement Research | fund_new w=1679 | 0/3 | OUTlow other A compiled volume of abstracts from a domain eye-movement conference; a collection of research reports, not a study of research. | OUThigh other It is a collection of conference abstracts about eye-movement research, not a study of research itself. | OUThigh other Compiled conference abstracts on eye-movement science; domain proceedings dump, not a study of research practice. |
| Childhood Maltreatment, Adolescent Psychological Difficulties and Borderline Personality Features: A Person-Centered Approach 2018 · article · en · Adolescent Psychiatry | aff_core w=5595 | 0/3 | OUThigh empirical Latent class analysis of childhood maltreatment types and adolescent borderline features; latent class analysis is used, not studied, and the object is psychopathology. | OUThigh empirical This psychological study examines childhood maltreatment and adolescent difficulties, not research itself. | OUThigh empirical Clinical/developmental psychology on childhood maltreatment and adolescent outcomes. |
| Liver transplantation for hepatocellular carcinoma: pre-transplant considerations and post-transplant management 2018 · article · en · AME Medical Journal | aff_core w=5595 | 0/3 | OUThigh conceptual Clinical review of liver transplantation for hepatocellular carcinoma. | OUThigh conceptual This is a clinical review of liver transplantation for hepatocellular carcinoma, not a review of research methods. | OUThigh empirical Clinical review of liver transplantation for hepatocellular carcinoma management. |
| Terahertz wave quarter wave plate using metallic helix array 2018 · article · en · The Japan Society of Applied Physics | about_only w=3321 | 0/3 | OUThigh empirical No abstract; terahertz wave plate using a metallic helix array; applied physics. | OUThigh empirical This concerns an engineering device for terahertz waves rather than research practice. | OUThigh other Terahertz optics/hardware title is unambiguous domain engineering; empty 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