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 |
|---|---|---|---|---|---|
| Periocular sebaceous gland carcinoma: do androgen receptor (<scp>NR</scp>3<scp>C</scp>4) and nuclear survivin (<scp>BIRC</scp>5) have a prognostic significance? 2014 · article · en · Acta Ophthalmologica | aff_core w=5595 | 0/3 | OUThigh empirical Immunohistochemical biomarker study in sebaceous gland carcinoma; clinical pathology. | OUThigh empirical This studies prognostic markers in carcinoma, not research practice. | OUThigh empirical Clinical oncology study of prognostic markers in periocular sebaceous carcinoma. |
| Evaluation of variability and quality control procedures for a receptor-binding assay for paralytic shellfish poisoning toxins 2012 · article · en · Food Additives & Contaminants Part A | fund_new w=1679 | 0/3 | OUTmedium empirical Single-laboratory evaluation of variability and quality control procedures for a receptor-binding assay for shellfish toxins; this is analytical assay validation and laboratory QC, the polysemy trap the rubric places OUT, not a study of research practice. | OUThigh empirical The work evaluates quality control for a specific laboratory assay, not research practice as a social or methodological system. | OUThigh empirical Single-lab evaluation of assay variability for shellfish toxin detection; food-safety method QC, not metaresearch. |
| Epistasis between mouse Klra and major histocompatibility complex class I loci is associated with a new mechanism of natural killer cell–mediated innate resistance to cytomegalovirus infection 2005 · article · en · Nature Genetics | aff_core w=5595 | 0/3 | OUThigh empirical Immunogenetics of NK-cell resistance to cytomegalovirus in mice. | OUThigh empirical The study concerns immune genetics and cytomegalovirus resistance, not research itself. | OUThigh empirical Domain immunology genetics of viral resistance, not metaresearch. |
| Investigation and Simulation of Fields in Large Salient-Pole Synchronous Machines With Skewed Stator Slots 2005 · article · en · IEEE Transactions on Energy Conversion | aff_core w=5595 | 0/3 | OUThigh empirical Field simulation and measurement in synchronous machines; electrical engineering. | OUThigh empirical The study models electromagnetic fields and losses in synchronous machines rather than research methods. | OUThigh empirical Electrical engineering study of fields in synchronous machines; domain engineering. |
| Translation Studies and Psychoanalytic Transference1 2003 · article · en · TTR traduction terminologie rédaction | aff_core w=5595 | 0/3 | OUTmedium conceptual Theoretical essay relating translation theory to psychoanalytic transference; humanities theory-building, not a study of research practice. | OUThigh conceptual This develops theoretical connections between translation and psychoanalysis, not a study of research itself. | OUThigh conceptual Theory paper linking translation studies to psychoanalytic transference; humanities theory, not research practice. |
| Tumour necrosis factor inhibitor monotherapy vs combination with MTX in the treatment of PsA: a systematic review of the literature 2014 · review · en · Lara D. Veeken | about_only w=3321 | 0/3 | OUThigh empirical Systematic review comparing TNF inhibitor monotherapy with combination therapy in psoriatic arthritis; uses synthesis to answer a clinical question. | OUThigh empirical It synthesizes clinical evidence about psoriasis arthritis treatment, not evidence-synthesis methodology. | OUThigh empirical Clinical systematic review of TNF inhibitors for PsA; synthesis answers a treatment question. |
| Potential release scenarios for carbon nanotubes used in composites 2013 · review · en · Environment International | fund_new w=1679 | 0/3 | OUThigh empirical Review of release scenarios for carbon nanotubes from composites; the object is nanomaterial exposure, not research practice. | OUThigh conceptual The review concerns environmental release scenarios for carbon nanotubes, not research practices. | OUThigh empirical Environmental/materials exposure assessment of CNT composites, not research practice. |
| From Divergence to Convergence: The Sex Differential in Life Expectancy in Canada, 1971–2000* 2007 · article · fr · Canadian Review of Sociology/Revue canadienne de sociologie | french w=1554 | 0/3 | OUThigh empirical Demographic analysis of the sex gap in Canadian life expectancy; Canada is the setting, not the research system. | OUThigh empirical It studies mortality and life expectancy patterns in Canada, not the Canadian research system. | OUThigh empirical Demographic analysis of sex differences in Canadian life expectancy; population health, not the research system. |
| Internal Control and Audit Program Effectiveness: Empirical Evidence from Jordan 2012 · article · en · International Business Research | venue_new w=2684 | 0/3 | OUThigh empirical Survey of internal control and financial audit effectiveness in Jordanian firms; 'audit' here is accounting, not research assessment. | OUThigh empirical This study examines corporate internal controls and audit effectiveness, not research practice. | OUThigh empirical Corporate internal-control and audit-program effectiveness in Jordanian firms; business auditing, not research integrity or research evaluation. |
| Photodecomposition of Methylmercury in Atmospheric Waters 2011 · article · en · Aerosol and Air Quality Research | aff_core w=5595 | 0/3 | OUThigh empirical Experimental atmospheric chemistry on photodecomposition of methylmercury; the object is a chemical process. | OUThigh empirical This is an environmental chemistry experiment about methylmercury in atmospheric waters, not research practice. | OUThigh empirical Environmental chemistry experiment on methylmercury photodecomposition; domain science, not research as object. |
| The Anatomy of a Price Cut: Discovering Organizational Sources of the Costs of Price Adjustment 2006 · article · en · SSRN Electronic Journal | aff_core w=5595 | 0/3 | OUThigh empirical Economics study of the organizational costs of price adjustment; abstract absent but the title is unambiguous. | OUThigh empirical The title identifies an economics study of price adjustment costs, not research practice. | OUTmedium empirical Title concerns organizational costs of price adjustment in firms; economics domain, no abstract. |
| Exploring Being: An International Dialogue 2005 · review · en · Nursing Science Quarterly | about_only w=3321 | 0/3 | OUTmedium conceptual Philosophical dialogue on Being within the human becoming school of nursing; the object is nursing practice/philosophy, not research. | OUThigh conceptual It discusses philosophical ideas in nursing practice, not research itself. | OUThigh editorial/commentary Nursing philosophy dialogue on Being and practice; clinical theory, not study of research systems. |
| Pd‐PEPPSI‐IPent: An Active, Sterically Demanding Cross‐Coupling Catalyst and Its Application in the Synthesis of Tetra‐<i>Ortho</i>‐Substituted Biaryls 2009 · article · en · Angewandte Chemie International Edition | aff_core w=5595 | 0/3 | OUThigh empirical Development of a cross-coupling catalyst; synthetic chemistry. | OUThigh empirical This evaluates chemical catalysts for a cross-coupling reaction, not research itself. | OUThigh empirical Synthetic organometallic catalysis for biaryl cross-coupling; domain chemistry. |
| PARAMAGNETIC ALIGNMENT OF SMALL GRAINS: A NOVEL METHOD FOR MEASURING INTERSTELLAR MAGNETIC FIELDS 2014 · article · en · The Astrophysical Journal | aff_core w=5595 | 0/3 | OUThigh empirical Astrophysics paper proposing a measurement technique for interstellar magnetic fields; a domain measurement method, not research methodology as an object. | OUThigh empirical The paper proposes a method for measuring interstellar magnetic fields, not a study of research methods. | OUThigh empirical Astrophysics method for measuring interstellar magnetic fields. |
| Expression of apoptosis regulatory proteins in the skeletal muscle of tumor-bearing rabbits compared with diet-restricted rabbits 2001 · article · en · International Journal of Molecular Medicine | fund_new w=1679 | 0/3 | OUThigh empirical Study of apoptosis regulatory proteins in skeletal muscle of tumor-bearing rabbits; the object is cachexia biology. | OUThigh empirical The study examines apoptosis in tumor-bearing rabbits, not research practice. | OUThigh empirical Biomedical study of apoptosis proteins in tumor-bearing rabbits; laboratory biology. |
| Ruptured Isolated Spinal Artery Aneurysms Report of Two Cases and Review of the Literature 2014 · review · en · Interventional Neuroradiology | aff_core w=5595 | 0/3 | OUThigh empirical Clinical case reports of spinal artery aneurysms with a literature review. | OUThigh empirical The review concerns treatment strategies for spinal artery aneurysms rather than evidence-synthesis methodology. | OUThigh empirical Clinical case series and literature review of spinal artery aneurysms; domain neurosurgery. |
| Probabilistic Models for Inference about Identity 2011 · article · en · IEEE Transactions on Pattern Analysis and Machine Intelligence | aff_core w=5595 | 0/3 | OUThigh empirical Generative probabilistic models for face recognition; computer vision. | OUThigh empirical The study develops probabilistic models for face recognition. | OUThigh empirical Probabilistic face-identity models for recognition algorithms; computer vision application, not research studies. |
| Performance analysis of multi‐input multi‐output systems with maximum likelihood detection over shadowed fading channels 2013 · article · en · International Journal of Communication Systems | aff_core w=5595 | 0/3 | OUThigh empirical Performance analysis of MIMO wireless systems; the 'methods' are engineering analysis techniques, not research methods. | OUThigh empirical The study analyzes error performance in wireless communication systems. | OUThigh empirical Performance analysis of MIMO wireless systems; communications engineering. |
| Sequence of Atlantic cod (<i>Gadus morhua</i>) GLUT4, GLUT2 and GPDH:developmental stage expression, tissue expression and relationship to starvation-induced changes in blood glucose 2006 · article · en · Journal of Experimental Biology | aff_core w=5595 | 0/3 | OUThigh empirical Molecular physiology study of glucose transporter genes in Atlantic cod; the object is fish metabolism. | OUThigh empirical The study examines glucose transporter expression and starvation responses in Atlantic cod. | OUThigh empirical Fish physiology of GLUT transporters and starvation in Atlantic cod. |
| Crane Safety in Construction Sites 2013 · article · en · International Journal of Architecture Engineering and Construction | venue_new w=2684 | 0/3 | OUThigh empirical Develops an AHP/fuzzy-logic crane safety index for construction sites; the object is site safety, not research. | OUThigh empirical The study develops a construction-crane safety index and does not study research practice. | OUThigh empirical Construction-site crane safety index using AHP and fuzzy logic; occupational safety domain. |
| Multiple Detection Probabilistic Data Association filter for multistatic target tracking 2011 · article · en | aff_core w=5595 | 0/3 | OUThigh empirical New probabilistic data association filter for target tracking; a signal-processing algorithm. | OUThigh empirical This paper develops a target-tracking algorithm and does not study research practice. | OUThigh empirical Signal-processing filter for multistatic target tracking; engineering domain research. |
| Storm Clouds and Silver Linings: Responding to Disruptive Innovations Through Cognitive Resilience 2009 · article · en · Entrepreneurship Theory and Practice | aff_core w=5595 | 0/3 | OUThigh empirical Management study of how small incumbent firms respond to disruptive business model innovation; the object is firm behavior. | OUThigh empirical The study examines business responses to disruptive innovation, not research itself. | OUThigh conceptual Entrepreneurship theory of incumbent firms responding to disruptive business-model innovation. |
| <i>Harba de‐Moshe</i> (Sword of Moses) 2012 · other · en · The Encyclopedia of Ancient History | about_only w=3321 | 0/3 | OUThigh other Encyclopedia entry on the Sword of Moses, an ancient Jewish magical treatise; a historical reference item. | OUThigh other The work describes a historical Jewish magical treatise, not research. | OUThigh other Encyclopedia entry on an ancient Jewish magic treatise; historical humanities, not metaresearch. |
| Collapsing Arguments for Facts and Propositions 2008 · article · en · The Australasian Journal of Logic | aff_core w=5595 | 0/3 | OUThigh conceptual Philosophical logic on slingshot arguments about facts and propositions; not about research practice. | OUThigh conceptual This is a philosophical analysis of arguments about facts and propositions, not research itself. | OUThigh conceptual Analytic philosophy of logic/propositions and definite descriptions, not contemporary research practice. |
| High-precision ground-based photometry of exoplanets 2013 · article · en · EPJ Web of Conferences | aff_core w=5595 | 0/3 | OUThigh empirical High-precision photometry technique for exoplanets; an astronomy methods and instrumentation contribution. | OUThigh empirical This studies exoplanet observation technology and photometry, not research practice. | OUThigh empirical Domain astronomy methods paper on exoplanet photometry instrumentation and observing practice. |
| Lipin-1 and lipin-3 together determine adiposity in vivo 2013 · article · en · Molecular Metabolism | aff_core w=5595 | 0/3 | OUThigh empirical Lipin proteins and adiposity in mice; metabolic biology. | OUThigh empirical This studies lipin proteins and adiposity in mice, not research itself. | OUThigh empirical Mouse genetics of lipin enzymes and adiposity; domain metabolism biology. |
| Performance‐Based Seismic Vulnerability Evaluation of Masonry Buildings Using Applied Element Method in a Nonlinear Dynamic‐Based Analytical Procedure 2013 · article · en · Earthquake Spectra | aff_core w=5595 | 0/3 | OUThigh empirical Seismic vulnerability analysis of a masonry building; structural engineering. | OUThigh empirical This evaluates seismic vulnerability of masonry buildings rather than research practice. | OUThigh empirical Civil/earthquake engineering analysis of masonry seismic vulnerability. |
| Patterns of variation in ornaments of Crested Auklets <i>Aethia cristatella</i> 2000 · article · en · Journal of Avian Biology | aff_core w=5595 | 0/3 | OUThigh empirical Ornithological study of ornament variation in Crested Auklets; the object is sexual selection. | OUThigh empirical The study examines ornamental variation in auklets rather than research practice. | OUThigh empirical Ornithological study of Crested Auklet ornaments; organismal biology. |
| Calcium-binding protein 39 facilitates molecular interaction between Ste20p proline alanine-rich kinase and oxidative stress response 1 monomers 2012 · article · en · American Journal of Physiology-Cell Physiology | aff_core w=5595 | 0/3 | OUThigh empirical Biochemistry study of calcium-binding protein 39 and SPAK kinase dimerization; molecular signalling. | OUThigh empirical It investigates molecular kinase interactions, not research itself. | OUThigh empirical Molecular cell biology of SPAK/OSR1 kinase dimers and Cab39; domain biochemistry. |
| Relation Between Family History of Premature Coronary Artery Disease and the Risk of Death in Patients With Coronary Artery Disease 2015 · article · en · The American Journal of Cardiology | aff_core w=5595 | 0/3 | OUThigh empirical Clinical epidemiology of family history and mortality in coronary artery disease; abstract absent but the title is unambiguous. | OUThigh empirical It studies family history and mortality risk in coronary artery disease. | OUThigh empirical Family history and CAD mortality is clinical epidemiology despite empty abstract. |
| Hybrid Monoterpenoid Indole Alkaloids Obtained as Artifacts from Rauvolfia tetraphylla 2015 · article · en · Natural Products and Bioprospecting | aff_core w=5595 | 0/3 | OUThigh empirical Natural products chemistry paper isolating indole alkaloid artifacts from Rauvolfia; the object is phytochemistry. | OUThigh empirical The paper reports the isolation and evaluation of natural products from a plant genus. | OUThigh empirical Natural-products chemistry of alkaloids from Rauvolfia. |
| Validation of Intratumoral T-bet+ Lymphoid Cells as Predictors of Disease-Free Survival in Breast Cancer 2015 · article · en · Cancer Immunology Research | aff_core w=5595 | 0/3 | OUThigh empirical Validation of T-bet positive lymphoid cells as a prognostic biomarker in breast cancer; 'validation' here is clinical biomarker confirmation, the polysemy trap, and the object is prognosis. | OUThigh empirical The term validation refers to confirming a cancer biomarker's prognostic association, not studying research validation practices. | OUThigh empirical Clinical biomarker validation of T-bet+ cells for breast-cancer prognosis; polysemy of validation, domain oncology. |
| Gas-phase reaction of ClO<sup>−</sup> with CH<sub><i>n</i></sub>Cl<sub>4-</sub><sub><i>n</i></sub> (<i>n</i> = 0, 1, 2, 3) and CX<sub>3</sub>H (X = F, Cl and Br): Substituent effect from a comparative study 2014 · article · en · Canadian Journal of Chemistry | venue_new w=2684 | 0/3 | OUThigh empirical Computational chemistry study of substituent effects in gas-phase reactions. | OUThigh empirical The study examines chemical reaction mechanisms rather than research methods or institutions. | OUThigh empirical Computational chemistry of gas-phase reactions, domain science. |
| Strigolactones: a cry for help in the rhizosphere 2011 · article · en · Botany | venue_new w=2684 | 0/3 | OUThigh empirical Review of strigolactone signalling in mycorrhizal symbiosis; the object is plant biology. | OUThigh conceptual The review addresses plant signaling and rhizosphere interactions rather than research practice. | OUThigh conceptual Plant–fungal symbiosis and strigolactone biology review. |
| Clinical and Immunological Factors in Emphysema Progression: Five-Year Prospective Longitudinal Exacerbation Study of Chronic Obstructive Pulmonary Disease (LES-COPD) 2015 · article · en · American Journal of Respiratory and Critical Care Medicine | aff_core w=5595 | 0/3 | OUThigh empirical Longitudinal clinical cohort study of emphysema progression in COPD. | OUThigh empirical This prospective study examines emphysema progression and clinical biomarkers, not research. | OUThigh empirical Longitudinal clinical COPD/emphysema study, not metaresearch. |
| Gas Permeation Through Sulfonated Polyphenylene Oxide 2001 · book-chapter · en | aff_core w=5595 | 0/3 | OUThigh empirical Book chapter on gas permeation through sulfonated polyphenylene oxide membranes; a materials science topic. | OUTlow other The technical title and missing abstract do not indicate that the object is research itself. | OUThigh empirical Materials-science study of gas permeation through sulfonated polyphenylene oxide. |
| Vincent Bouchard, Michel Marie (préface), Pour un cinéma léger et synchrone ! Invention d’un dispositif à l’Office national du film à Montréal. Villeneuve-d’Ascq, Septentrion, 2012, 284 p., 26 € 2015 · article · fr · Études photographiques | french w=1554 | 0/3 | OUThigh other Book review of a film history monograph on the invention of light synchronous cinema at the National Film Board; the object is filmmaking technique and cinema history. | OUThigh editorial/commentary This is a review of a book about filmmaking history, not research practice. | T3high editorial/commentary Book notice/review of a cinema history volume; commentary, not study of research. |
| 작가, 소설, 인생의 서사적 지리학 - 마거릿 로렌스의 『예언자들』 / The Epic Geography of Writer, Fiction and Life:Margaret Laurence’s The Diviners 2012 · article · ko · Trans-Humanities | about_only w=3321 | 0/3 | OUThigh conceptual Literary criticism of Margaret Laurence's The Diviners; the object is a novel. | OUThigh conceptual This literary analysis interprets Margaret Laurence's fiction and does not study research practice. | OUThigh conceptual Literary criticism of Margaret Laurence’s novel; humanities domain analysis. |
| Farming ourselves to death? the confluence of crises in the food system in British Columbia and Canada, and the potential for change 2011 · article · en · cIRcle (University of British Columbia) | about_only w=3321 | 0/3 | OUThigh conceptual Essay on food system crises and planning in British Columbia; Canadian in subject but about agriculture, not the research system. | OUThigh conceptual The article analyzes agriculture, food security, and planning in Canada rather than the Canadian research system. | OUThigh policy Food-system and agricultural crisis analysis in BC/Canada; object is food security, not the research system. |
| 캐나다 연방의회와 여성대표성에 관현 연구 2008 · article · ko · 여성연구논총 | about_only w=3321 | 0/3 | OUThigh empirical Political science study of women's representation in Canada's Parliament; the Canadian political system, not the research system. | OUThigh empirical It studies women's political representation in Canada, not the Canadian research system. | OUThigh empirical Political science study of women’s representation in the Canadian parliament, not the Canadian research system. |
| Parc Hydro-Québec 2012 · article · fr | french w=1554 | 0/3 | OUThigh other Descriptive record of a landscape architecture project in Montreal. | OUThigh other It describes an urban landscape-design project. | OUThigh other Landscape architecture description of Parc Hydro-Québec, not research. |
| La place du paysagiste en ville dans un contexte de réchauffement climatique global. La question des îlots de chaleur urbains, application à Montréal 2012 · article · fr · HAL (Le Centre pour la Communication Scientifique Directe) | french w=1554 | 0/3 | OUThigh conceptual Discussion of urban heat islands and the landscape architect's role; urban design and climate. | OUThigh conceptual This work studies urban heat islands and landscape interventions, not the research system. | OUThigh conceptual Urban landscape design against heat islands in Montreal; object is climate/urban planning, not research practice. |
| Mechanisms involved in cAMP mediated inhibition of the Ubiquitin‐Proteasome system 2008 · article · en · The FASEB Journal | aff_core w=5595 | 0/3 | OUThigh empirical Physiology study of cAMP-mediated inhibition of the ubiquitin-proteasome system in rat skeletal muscle. | OUThigh empirical It studies cellular signaling and proteolysis in rat muscle, not research methods or the research system. | OUThigh empirical Domain muscle physiology and UPS regulation in rats, not a study of research practice. |
| A New Cytotoxic Carbazole Alkaloid Isolated from the Stem Bark of Malaysian Clausena excavata 2013 · article · en · Canadian Chemical Transactions | venue_new w=2684 | 0/3 | OUThigh empirical Isolation of a cytotoxic alkaloid from a plant; natural-product chemistry. | OUThigh empirical The study isolates and tests plant compounds for cytotoxicity, not research itself. | OUThigh empirical Natural-product chemistry isolation of a cytotoxic alkaloid; domain biomedical chemistry. |
| Development of the Dose Accumulation Workflow: Evaluating the Feasibility of Automation for Quality Improvement 2016 · article · en · Journal of medical imaging and radiation sciences | aff_core w=5595 | 0/3 | OUTmedium empirical No abstract; title indicates automation of a radiotherapy dose-accumulation workflow for clinical quality improvement. | OUThigh empirical This work concerns automation of a clinical dose-accumulation workflow, not research practice. | OUTlow other Missing abstract; title indicates clinical radiotherapy dose-workflow automation for care quality improvement. |
| The Effect of Organizational Justice Perception on Organizational Commitment among Healthcare Sector Employees 2015 · article · en · Journal of Business & Management | venue_new w=2684 | 0/3 | OUThigh empirical Survey of organizational justice and commitment among hospital employees; organizational behavior. | OUThigh empirical The study examines organizational justice and commitment among healthcare employees. | OUThigh empirical Organizational justice and commitment among hospital employees; workplace psychology, not research systems. |
| Exploring personality traits related to dopamine D2/3 receptor availability in striatal subregions of humans 2016 · article · en · European Neuropsychopharmacology | aff_core w=5595 | 0/3 | OUThigh empirical Neuroimaging study of personality traits and striatal dopamine receptor availability. | OUThigh empirical It studies personality traits and dopamine receptor availability in humans, not research itself. | OUThigh empirical Title-only neuroscience study of dopamine receptors and personality; domain brain research. |
| NHS overspend reaches £2.3bn 2016 · article · en · BMJ | about_only w=3321 | 0/3 | OUThigh other News item on NHS budget overspend; health system finance, not research. | OUThigh other The article reports NHS financial deficits and does not study research or its ecosystem. | OUThigh editorial/commentary News item on NHS budget overspend; health-system finance, not research practice. |
| A connected and connecting church: Will the Internet help us? 2000 · article · en · Library and Archives Canada (Government of Canada) | aff_core w=5595 | 0/3 | OUThigh other Piece on whether the Internet can help build a connected church; the object is religious communication, not research. | OUTlow conceptual The title concerns the relationship between churches and the Internet, not research itself, but the abstract is missing. | OUTlow other Title concerns church and internet use, not research practice; missing abstract limits judgment. |
| Non-invasive ventilation with neurally adjusted ventilatory assist in newborns 2016 · review · en · Seminars in Fetal and Neonatal Medicine | aff_core w=5595 | 0/3 | OUThigh other Clinical review of neurally adjusted ventilatory assist in newborns; the object is a ventilation modality. | OUThigh conceptual The review concerns neonatal respiratory treatment rather than methodology of research synthesis. | OUTmedium other Clinical review of neonatal non-invasive ventilation; title alone is domain medicine. |
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