MétaCan

1 000 travaux · Opus 4.8 · GPT-5.6 (high) · Grok 4.5 · une seule grille verrouillée

La frontière du domaine n'est pas une ligne. C'est une région.

Trois modèles de pointe ont trié les mêmes 1 000 travaux, tirés de la vraie base avec des probabilités de sélection connues, selon la même grille verrouillée sur sa charge utile complète de huit champs. Parmi les 51 travaux qu'au moins un modèle a qualifiés de métarecherche, seulement 19 (37,3 %) l'ont été par les trois, et 24 (47,1 %) reposent sur l'avis d'un seul modèle.

Deux trieurs peuvent s'accorder sur un taux tout en repérant des travaux presque entièrement différents. À un taux de base d'environ 1 %, les rejets évidents offrent 98 % d'accord gratuitement ; c'est pourquoi une statistique d'accord calculée sur tout l'échantillon ne dit rien de la frontière, et pourquoi le livrable est le tableau ci-dessous, et non un pourcentage.

Au moins un modèle a dit métarecherche
51
le dossier des désaccords : la frontière empirique du domaine
Les trois d’accord
19
37,3 % du dossier : le noyau consensuel
Deux sur trois
8
contesté
Un seul modèle
24
47,1 % du dossier repose sur l'avis d'un seul modèle

Les trois modèles ne sont pas interchangeables

Combien des 1 000 travaux chaque modèle a qualifiés de métarecherche (niveau T1 ou T2), sur des données identiques. T3 est adjacent et ne compte pas comme dans le champ ; c'est pourquoi le compte d'un modèle ne peut jamais dépasser les 51 travaux du dossier.

Claude Opus 4.8
42
GPT-5.6 (high)
31
Grok 4.5
24

Changez le modèle que vous appelez « le trieur » et la taille du domaine bouge. Cet écart, et non l'intervalle de confiance binomial sur les étiquettes d'un seul modèle, est l'incertitude honnête sur la taille de la métarecherche canadienne.

Le dossier des désaccords

Les trois verdicts, confiances et motifs côte à côte. Ce sont les travaux sur lesquels les critères d'inclusion doivent être rédigés, parce que ce sont ceux sur lesquels des trieurs raisonnables, devant la même grille et les mêmes preuves, divergent.

1 000 travaux
TravailStraten_inOpus 4.8GPT-5.6Grok 4.5
10.1037/e527112010-001
2000 · article · en · Time to knit
venue_new
w=2684
0/3OUTlow
other

Placeholder DOI record with no attached metadata content.

OUThigh
other

It is a DOI metadata notice rather than a study of research.

OUThigh
other

Crossref error/orphan DOI notice; not a research work about research.

SALEMA (Maria-José), KAHN (Gisèle), TEIXEIRA (Luis Filipe) (dir.) – Documents pour l’histoire du français langue étrangère ou seconde. L’enseignement de la langue et de la littérature françaises dans la seconde moitié du xixe siècle
2004 · article · fr · Histoire de l éducation
french
w=1554
0/3OUThigh
editorial/commentary

Book review of an edited volume on the history of teaching French as a foreign language; the object is language teaching history.

OUTlow
other

The work concerns the history of French-language education, not research itself.

OUTlow
editorial/commentary

Book notice on 19th-century French language teaching history; empty abstract and no object of research practice.

Parutions récentes
2016 · article · fr · Bulletin d histoire politique
french
w=1554
0/3OUTlow
other

'Parutions recentes' book-notices column in a political history bulletin with no abstract; a bibliographic listing rather than a study of research practice, but the payload is too thin to judge confidently.

OUTlow
other

The title indicates a recent-publications item, but there is insufficient information to identify a metaresearch object.

T3medium
other

Title is a recent-publications listing with no abstract; announcement-style item, not analytic metaresearch.

Scalable Blockchain-assisted Log Storage System for Cloud-generated Logs
2021 · preprint · en
aff_core
w=5595
0/3OUThigh
empirical

Computer science preprint proposing a blockchain-assisted cloud log storage system; the object is a software architecture.

OUThigh
conceptual

The thesis proposes a blockchain system for securing cloud logs, not research infrastructure or practice.

OUThigh
empirical

CS systems thesis building blockchain log storage; tool-building, not studying research.

Céline MORIN (2017), Les héroïnes de séries américaines de Ma sorcière bien-aimée à The Good Wife
2018 · article · fr · Communication
french
w=1554
0/3OUThigh
editorial/commentary

Book review on heroines of American TV series; media and gender studies commentary.

OUThigh
conceptual

This analyzes female protagonists in American television series, not the research system.

OUThigh
editorial/commentary

Book review of American television heroines; media/cultural studies, not research systems.

Self-Assessment
2015 · article · en · Dermatitis
venue_new
w=2684
0/3OUTlow
other

A dermatology journal self-assessment CME feature; the abstract is only a journal blurb, with no metaresearch content.

OUTlow
other

The title and journal overview are insufficient to identify a research-system object.

T3medium
infrastructure/announcement

Journal self-description/promotional overview of Dermatitis; contextual scholarly-communication material, not analytic metaresearch.

<i>Peach latent mosaic viroid</i> . [Distribution map].
2006 · article · en · Distribution Maps of Plant Diseases
about_only
w=3321
0/3OUThigh
other

Plant pathology distribution map for Peach latent mosaic viroid; a geographic data note about a pathogen.

OUThigh
empirical

The work maps the geographic distribution of a plant viroid rather than studying research practice.

OUThigh
other

Plant disease distribution map; object is a plant pathogen, not research practice.

Complete Superior Sagittal Sinus Thrombosis Along With Subarachnoid Hemorrhage During Early Postpartum Period, Presented by Left Hemiparesis: A Rare Case Report
2017 · article · en · Journal of Neurology Research
venue_new
w=2684
0/3OUThigh
empirical

Clinical case report of postpartum sinus thrombosis.

OUThigh
empirical

This is a clinical case report about cerebral venous thrombosis, not research practice.

OUThigh
empirical

Clinical case report of postpartum cerebral venous thrombosis; medical case study.

Hutton, Maurice, (1856–5 April 1940), Queen’s University, Kingston; McGill University, Montreal, and Macmaster’s University, Toronto; Professor of Greek, 1887, and Principal 1901–28, of University College, Toronto; Acting President of the University, 1906–07 and 1925; retired, 1928; Member of the Royal Society of Canada (English section); President of this Section, 1918–19; President of the League of the Empire (Canadian Branch); on the Executive of the League of Nations (Toronto Branch)
2007 · reference-entry · en · Who Was Who
about_only
w=3321
0/3T3low
other

Biographical reference entry (obituary-type record) for a Canadian university professor and principal; contextual academic record rather than a study of research.

OUThigh
other

This is a biographical reference entry about a university professor.

T3high
other

Who Was Who biographical reference entry/obituary, not a study of research.

Canadian Thoracic Society Pulmonary Vascular Diseases Committee
2004 · article · en · Canadian Respiratory Journal
about_only
w=3321
0/3OUTmedium
other

Item associated with the Canadian Thoracic Society Pulmonary Vascular Diseases Committee with no abstract; the content is clinical society business in respirology, not research practice, but the item type cannot be determined.

OUTlow
other

The title identifies a professional committee but provides too little information to establish a metaresearch object.

T3medium
other

Committee masthead/listing title only; not a study of research, mapped as non-analytic item.

Multiplication of Vector and Matrix
2014 · book-chapter · en
aff_core
w=5595
0/3OUThigh
other

Textbook chapter on vector and matrix multiplication; a mathematics/computing topic.

OUThigh
other

The title identifies a mathematical textbook-style topic unrelated to research itself.

OUThigh
other

Linear algebra textbook chapter on vector and matrix multiplication; unambiguous domain content.

Corrigendum
2019 · erratum · en · Journal of Nutrition Education and Behavior
venue_new
w=2684
0/3OUTlow
other

Bare corrigendum in a nutrition journal with no metaresearch content; a correction notice attached to domain work rather than to the metaresearch ecosystem.

T3high
other

A corrigendum is contextual scholarly communication material and is not part of the analytic corpus.

T3high
other

Corrigendum is a correction notice; contextual bibliographic item, never pooled.

10.31030/9598470
2000 · article · en · Time to knit
venue_new
w=2684
0/3OUThigh
other

Empty/erroneous DOI record whose 'abstract' is Crossref boilerplate; no research content.

T3high
infrastructure/announcement

This is a DOI metadata and persistence notice concerning scholarly infrastructure.

OUThigh
other

Orphan DOI metadata stub with no scholarly content about research.

Ed Bd, Masthead, Comm List, Membership List and TOC
2018 · article · en · Journal of Bone and Mineral Research
about_only
w=3321
0/3OUThigh
other

Journal front matter: masthead, editorial board and table of contents.

T3high
infrastructure/announcement

The record is journal front matter and contextual scholarly-publishing metadata.

OUThigh
other

Journal masthead, membership list, and TOC administrative front matter, not a study of research.

Behaviour of bridges under spatially non-uniform earthquake motions
2020 · article · en · Proceedings of the World Congress on Civil, Structural, and Environmental Engineering
venue_new
w=2684
0/3OUThigh
empirical

Structural engineering study of bridge response to non-uniform seismic motion.

OUThigh
empirical

The work studies bridge responses to earthquakes rather than research practice.

OUThigh
empirical

Structural engineering study of bridge seismic response; domain engineering, not metaresearch.

The clinically important impact of preschool oral immunotherapy on parental quality of life
2021 · preprint · en
aff_core
w=5595
0/3OUThigh
empirical

Clinical study of preschool oral immunotherapy and parental quality of life; a patient/family outcome question.

OUThigh
empirical

The preprint studies clinical effects of oral immunotherapy on parents rather than research practice.

OUTmedium
empirical

Clinical impact of preschool oral immunotherapy on parental quality of life.

On the System Algebra Foundations for Granular Computing
2012 · book-chapter · en · IGI Global eBooks
aff_core
w=5595
0/3OUThigh
conceptual

Theoretical computer science on system algebra foundations for granular computing.

OUThigh
conceptual

The paper develops mathematical foundations for granular computing rather than studying research practice.

OUThigh
conceptual

Computer-science theory of granular computing and system algebra, not metaresearch.

Public Administration after "New Public Management"
2010 · book · en · Value for money in government
about_only
w=3321
0/3OUThigh
policy

OECD study of public administration reform after New Public Management; government management, not the research system.

OUThigh
policy

This report analyzes public-administration reforms rather than the research system.

OUThigh
policy

OECD public-administration reform and value-for-money government; public management, not research policy as object.

LNG Imports Into North America and Implications
2008 · article · en · Proceedings of Offshore Technology Conference
about_only
w=3321
0/3OUThigh
other

Industry conference paper on LNG imports and gas markets; an energy-economics question.

OUThigh
empirical

The work analyzes LNG markets, supply, demand, and pricing rather than research practice.

OUThigh
other

Industry energy paper on LNG imports into North America; commercial energy supply, not research.

Diversity of cultured photosynthetic flagellates in the North East Pacific and Arctic Oceans in summer
2012 · preprint · en
aff_core
w=5595
0/3OUThigh
empirical

Taxonomy and diversity of cultured marine photosynthetic flagellates.

OUThigh
empirical

It studies the diversity and phylogeny of marine flagellates.

OUThigh
empirical

Phytoplankton strain isolation and diversity is domain marine microbiology.

10.5840/croatjphil20044221
2000 · article · en · Time to knit
venue_new
w=2684
0/3OUTlow
other

Stub record whose 'abstract' is Crossref boilerplate about erroneously created DOIs; no research content.

T3high
infrastructure/announcement

The record is a contextual notice about DOI metadata and deletion procedures.

OUTlow
other

Unattached DOI error record with no real scholarly object to classify.

01 DOSE ESCALATION WITH ORIGINATOR INFLIXIMAB IS MORE COMMON THAN STANDARD DOSING IN PEDIATRIC IBD – THE DEVELOP EXPERIENCE
2019 · article · en · Inflammatory Bowel Diseases
about_only
w=3321
0/3OUThigh
empirical

Registry analysis of infliximab dose escalation in pediatric IBD; clinical question.

OUThigh
empirical

The registry study examines infliximab dosing in pediatric inflammatory bowel disease.

OUThigh
empirical

Observational registry of infliximab dosing in pediatric IBD; clinical therapeutics.

10.1037/e551712010-001
2000 · article · en · Time to knit
venue_new
w=2684
0/3OUTlow
other

Stub record whose 'abstract' is Crossref boilerplate about erroneously created DOIs; no research content despite the identifier vocabulary.

T3high
infrastructure/announcement

The record is a contextual notice about DOI metadata and deletion procedures.

OUTlow
other

DOI-error placeholder with no usable bibliographic content for inclusion decisions.

The Language of Nature
2016 · book · en · University of Minnesota Press eBooks
about_only
w=3321
0/3OUTlow
conceptual

History and philosophy of the seventeenth-century mathematization of nature; HPS, but the object is not contemporary research practice as the rubric requires.

OUThigh
conceptual

The book examines the mathematization of nature in early modern science, not contemporary research practice.

OUTmedium
conceptual

History of philosophy of the 17th-century mathematization of nature; HPS counts as T2 only when object is contemporary research practice.

How Can Entrepreneurs Motivate Crowdsourcing Participants?
2013 · article · en · Technology Innovation Management Review
aff_core
w=5595
0/3OUThigh
conceptual

Practitioner article on how technology entrepreneurs can motivate crowdsourcing participants; the object is business practice, not research.

OUTlow
conceptual

The work concerns motivating crowdsourcing participants for entrepreneurship, not research itself, and the abstract is incomplete.

OUThigh
conceptual

Entrepreneurship piece on motivating crowdsourcing participants; not about research practice.

The topology of restricted partition posets
2011 · article · fr · Discrete Mathematics & Theoretical Computer Science
french
w=1554
0/3OUThigh
conceptual

Pure mathematics on the topology of restricted partition posets; the object is a combinatorial structure.

OUThigh
empirical

This mathematics paper studies the topology of partition posets, not research itself.

OUThigh
conceptual

Pure combinatorial topology of restricted partition posets; mathematics domain.

Speaking with Authority: Reading Catherine of Siena in the Times of Vittoria Colonna
2022 · article · en · Renaissance and Reformation
venue_new
w=2684
0/3OUThigh
conceptual

Literary and religious analysis of Vittoria Colonna and Catherine of Siena.

OUThigh
conceptual

This is a literary and religious analysis of Catherine of Siena and Vittoria Colonna, not research practice.

OUThigh
conceptual

Literary-historical reading of Vittoria Colonna and Catherine of Siena; humanities domain.

Leib Malach’s Montreal Travelogue, 1930
2022 · article · en · Canadian Jewish Studies / Études juives canadiennes
venue_new
w=2684
0/3OUThigh
conceptual

Historical essay on a 1930 Yiddish Montreal travelogue; cultural history, not the research system.

OUThigh
conceptual

This analyzes a historical Yiddish travelogue and cultural conditions in Montreal, not the research system.

OUThigh
conceptual

Historical/cultural essay on a 1930 Yiddish travelogue about Montreal Jewish life, not research practice.

In the Spotlight—Established Researcher
2022 · article · en · Journal of Experimental Zoology Part B Molecular and Developmental Evolution
about_only
w=3321
0/3T3low
other

Journal spotlight interview profiling an established researcher's training, career path and editorial roles; a contextual career/news piece, not a study of the research workforce.

T3high
editorial/commentary

This is a researcher profile rather than a study of research practice.

T3high
other

Researcher profile interview/spotlight piece, not a study of research practice.

Phase I trial of sargramostim/pelareorep therapy in pediatric patients with recurrent or refractory high-grade brain tumors
2022 · article · en · Neuro-Oncology Advances
aff_core
w=5595
0/3OUThigh
empirical

Phase I clinical trial of an oncolytic virus therapy in pediatric brain tumors.

OUThigh
empirical

This is a phase I clinical trial of a brain-tumor therapy, not metaresearch.

OUThigh
empirical

Phase I clinical trial of oncolytic therapy in pediatric brain tumours.

Après le Déluge: Periodizing Canada’s Episode of Light
2022 · book-chapter · fr · The MIT Press eBooks
french
w=1554
0/3OUTlow
other

No abstract; title indicates a Canadian cultural/historical periodization essay, with nothing suggesting research as its object.

OUThigh
other

This book chapter concerns Canadian intellectual history, not the Canadian research system.

OUTmedium
conceptual

Canadian cultural/historical periodization chapter; missing abstract but title is not about research practice.

TIAS: Two-level Information-Agnostic Job Scheduling in GPU Clusters
2021 · article · en
aff_core
w=5595
0/3OUThigh
empirical

GPU cluster job scheduling algorithm for deep learning workloads; a computer systems contribution, not a study of research.

OUThigh
empirical

The work studies GPU job scheduling for machine-learning workloads, not research as a system or practice.

OUThigh
empirical

Systems paper on GPU-cluster job scheduling for deep learning workloads, not study of research practice.

Rechargeable Metal–Hydrogen Peroxide Battery, A Solution to Improve the Metal–Air Battery Performance
2022 · article · en · ACS Energy Letters
aff_core
w=5595
0/3OUThigh
empirical

Electrochemistry study of a rechargeable metal-hydrogen peroxide battery.

OUThigh
empirical

The study develops a rechargeable battery technology rather than examining research.

OUThigh
empirical

Battery electrochemistry proposal for metal–hydrogen peroxide systems; domain energy materials.

Foraging on anthropogenic food predicts problem-solving skills in a seabird
2022 · article · en · The Science of The Total Environment
aff_core
w=5595
0/3OUThigh
empirical

Behavioural ecology study linking anthropogenic foraging to problem solving in seabirds.

OUThigh
empirical

This ecological study examines seabird foraging and problem-solving, not research.

OUThigh
empirical

Seabird behavioural ecology; title unambiguous domain science despite missing abstract.

Abstracts ‐ AAPA Presentations
2013 · article · en · American Journal of Physical Anthropology
aff_core
w=5595
0/3OUTlow
other

Container record of conference presentation abstracts in physical anthropology; a collection of domain research reports, not a study of research.

T3high
other

It is a collection of conference presentation abstracts, relevant as contextual research output but not for the analytic corpus.

OUTmedium
other

Conference abstracts container/journal blurb; not a study of research practice.

Notices bio-bibliographiques
2004 · article · fr · Intermédialités Histoire et théorie des arts des lettres et des techniques
french
w=1554
0/3OUTlow
other

Bio-bibliographical notices front matter with no abstract; journal contributor notes, not a study.

OUTlow
other

The title indicates biobibliographical notices but provides too little information to establish a research object.

OUTlow
other

Bio-bibliographical notices with no abstract; title indicates contributor notes rather than study of research.

Amino acid transporter gene TaATLa1 from Triticum aestivum L. improves growth under nitrogen sufficiency and is down regulated under nitrogen deficiency
2022 · article · en · Planta
aff_core
w=5595
0/3OUThigh
empirical

Plant biology study of a wheat amino acid transporter gene under nitrogen conditions.

OUThigh
empirical

It studies a plant transporter gene and nitrogen-related growth, not research itself.

OUThigh
empirical

Wheat amino-acid transporter gene under nitrogen regimes; plant science.

Evaluation of Sleep M Biocrystal Pilow/Topper/Mattress in Clinical Trials using 20 Subjects to Test for Pain Reduction, Sleep Improvement, Stress Reduction and Improvement in Circulation for Clients with Diabetes over 3 Months
2020 · article · en · Open Access Journal of Gynecology
about_only
w=3321
0/3OUThigh
empirical

Trial of a consumer sleep product; the object is the product's health effects.

OUThigh
empirical

It reports a small clinical intervention study of a sleep product.

OUThigh
empirical

Consumer sleep-product biofeedback trial is domain product evaluation, not research methods.

Mobile Charging Station Placements in Internet of Electric Vehicles: A Federated Learning Approach
2022 · article · en · IEEE Transactions on Intelligent Transportation Systems
aff_core
w=5595
0/3OUThigh
empirical

Federated learning method for placing mobile EV charging stations; an engineering optimization question.

OUThigh
empirical

The study proposes a federated-learning method for electric-vehicle charging placement.

OUThigh
empirical

Federated-learning placement of mobile EV charging stations is engineering optimization, not study of research.

Poster: AML-484 First Results of a Phase II Study (STIMULUS-AML1) Investigating Sabatolimab + Azacitidine + Venetoclax in Patients With Newly Diagnosed Acute Myeloid Leukemia (ND AML)
2022 · article · en · Clinical Lymphoma Myeloma & Leukemia
aff_core
w=5595
0/3OUThigh
empirical

Conference poster reporting first results of a phase II AML treatment study; a clinical trial report.

OUThigh
empirical

It reports a leukemia treatment study rather than studying research practice.

OUThigh
other

AML clinical trial poster of a drug study; domain oncology trial, not research-on-research.

Eptifibatide use in ischemic stroke patients undergoing endovascular thrombectomy: A matched cohort analysis
2022 · article · en · Frontiers in Neurology
about_only
w=3321
0/3OUThigh
empirical

Matched cohort analysis of drug safety during thrombectomy; clinical question.

OUThigh
empirical

This cohort analysis evaluates a stroke treatment, not research practice.

OUThigh
empirical

Clinical stroke cohort on eptifibatide during thrombectomy.

THE RESOLVE SURVEY ATOMIC GAS CENSUS AND ENVIRONMENTAL INFLUENCES ON GALAXY GAS RESERVOIRS
2020 · article · en · UNC Libraries
fund_new
w=1679
0/3OUThigh
empirical

Astronomy survey paper on the atomic gas census of RESOLVE galaxies.

OUThigh
empirical

It analyzes galaxy gas reservoirs and environments, not research itself.

OUThigh
empirical

Astronomy census of galaxy HI gas and environment; observational astrophysics.

Neurotoxic Consequences of Antiretroviral Therapies
2014 · book-chapter · en
aff_core
w=5595
0/3OUThigh
other

Book chapter on neurotoxic consequences of antiretroviral therapy; a clinical pharmacology topic.

OUThigh
other

The chapter concerns neurotoxic effects of antiretroviral therapies, not research itself.

OUTlow
other

Title indicates clinical/neurotoxic domain content on antiretroviral therapies; no abstract.

Challenges for Diadromous Fishes in a Dynamic Global Environment
2009 · book-chapter · en · American Fisheries Society eBooks
about_only
w=3321
0/3OUThigh
empirical

Population genetics of smelt colonization; evolutionary biology.

OUThigh
empirical

This investigates fish evolution and population structure, not research practice.

OUThigh
empirical

Fish population genetics and phenotype evolution of smelt; domain biology.

Frontmatter
2022 · book-chapter · en · University of Toronto Press eBooks
fund_new
w=1679
0/3OUTlow
other

Book front matter with no content; nothing to indicate the volume studies research itself.

OUThigh
other

Frontmatter is not a study of research itself.

OUTlow
other

Book frontmatter with empty abstract; no scholarly object of study to classify as metaresearch.

Fungal infection and chronic lung allograft dysfunction: A dangerous combination
2022 · editorial · en · Transplant Infectious Disease
aff_core
w=5595
0/3OUThigh
editorial/commentary

Clinical editorial on fungal infection and lung allograft dysfunction; the object is patient care.

OUThigh
editorial/commentary

This editorial concerns fungal infection and transplantation, not research practice.

OUThigh
editorial/commentary

Clinical editorial on fungal infection and allograft dysfunction, not commentary on research practice.

The Colour of Horror
2022 · article · en
aff_core
w=5595
0/3OUThigh
empirical

Computational extraction of color palettes from film trailers; a media analysis question.

OUThigh
empirical

The work uses computational methods to analyze color palettes in films.

OUThigh
empirical

Computational colour-palette analysis of film trailers is media/CS application, not metaresearch.

Effects of Carotid Artery Stiffness on Cerebral Small‐Vessel Disease and Cognition
2022 · article · en · Journal of the American Heart Association
about_only
w=3321
0/3OUThigh
empirical

Clinical cohort study of carotid artery stiffness, small-vessel disease and cognition.

OUThigh
empirical

It examines carotid stiffness and dementia outcomes in patients, not research practice.

OUThigh
empirical

Clinical cohort study linking carotid stiffness to cognition and dementia, not research practice.

Evaluation of feed restriction and abomasal infusion of resistant starch as models to induce intestinal barrier dysfunction in healthy lactating cows
2022 · article · en · Journal of Dairy Science
aff_core
w=5595
0/3OUTmedium
empirical

Evaluation of experimental models for inducing intestinal barrier dysfunction in cows; bench/animal model development, not metaresearch.

OUThigh
empirical

The experiment evaluates models of intestinal dysfunction in cows, not research itself.

OUThigh
empirical

Dairy-cow experimental models of intestinal barrier dysfunction; animal science.

Experimental and Numerical Investigations on the Effect of a Novel Internal Surface Micro Grooving Towards Improving Convective Heat Transfer Performance of a Tube Heat Exchanger
2022 · article · en · SSRN Electronic Journal
aff_core
w=5595
0/3OUThigh
empirical

No abstract; experimental and numerical study of heat exchanger micro-grooving; thermal engineering.

OUThigh
empirical

The study tests a heat-transfer modification for tube heat exchangers.

OUTmedium
empirical

Heat-exchanger surface engineering for heat transfer; mechanical engineering (no abstract).

Ce que le tri a réellement trouvé

Trois modèles de pointe (Opus 4.8, GPT-5.6 high, Grok 4.5) ont trié les mêmes 1 000 travaux de la VRAIE base de 4,3 M, sur la charge utile COMPLÈTE de huit champs de la grille, avec des lots randomisés consignés au manifeste et des étiquettes écrites par le dispositif : chaque défaut relevé par D1, D2, D11 et le constat 16, réparé. Les taux de base pondérés par le plan de sondage s'étendent de 1,89 % à 3,54 % (1,9 fois). Mais ce sont les ensembles qui font le constat, comme le constat 16 le prédisait : des 51 travaux qu'AU MOINS UN modèle a qualifiés de métarecherche, seulement 19 (37 %) l'ont été par LES TROIS, et 24 (47 %) reposent sur l'avis d'un seul modèle. LA FRONTIÈRE DU DOMAINE N'EST PAS UNE LIGNE QUE LES MODÈLES PARTAGENT ; C'EST UNE RÉGION QUE CHACUN DÉCOUPE À SA FAÇON. GPT-5.6 a de plus enfreint le schéma de sortie verrouillé sur 18 des 1 000 notices, en écrivant des valeurs de genre dans le champ du niveau, ce que le validateur de manifeste a détecté. Le livrable n'est pas le taux de base : c'est le dossier des désaccords, les 51 travaux qui marquent la frontière empirique du domaine et sur lesquels les critères d'inclusion doivent réellement être rédigés.

Calculé le 2026-07-12T19:52:14Z · les 22 constats · ce dossier en JSON