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Notice bibliographique
RevueCanadian Journal of Surgery · 2025
Typereview
Langueen
DomaineMedicine
ThématiqueSurgical Simulation and Training
Établissements canadiensVancouver General HospitalSmiths Detection (Canada)University of SaskatchewanSaskatchewan Cancer AgencySt. Joseph’s Healthcare HamiltonBC Cancer AgencyLunenfeld-Tanenbaum Research InstituteUniversity of CalgaryJewish General HospitalQueensway-Carleton HospitalUniversité de MontréalCentre Hospitalier de l’Université de MontréalSt. Paul's HospitalWestern UniversityPopulation Health Research InstituteOttawa HospitalUniversity of AlbertaUniversity Health NetworkCanadian Medical Protective AssociationMcMaster UniversityQueen's UniversityParks CanadaUniversity of OttawaDalhousie UniversitySunnybrook Health Science CentreCanadian Electricity AssociationStollery Children's HospitalUniversity of British ColumbiaWomen's College HospitalPolytechnique MontréalVancouver Coastal HealthLondon Health Sciences CentreMcGill UniversityUniversity of Manitoba
Organismes subventionnairesnon disponible
Mots-clésMEDLINEArterial diseaseLower limbMedical record
Résumé
Aucun résumé dans les sources couvertes. Son absence est consignée, pas traitée comme un négatif.
Aucun résumé. Ce n'est pas une lacune de cette base de données : OpenAlex n'en a pas non plus. 23,3 % de la base est dans cet état, et le tri y repère MOITIÉ moins de métarecherche ; l'absence est donc un biais mesuré, et non un champ manquant.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
score de la tête « metaresearch » (Codex)0,002
score de la tête « metaresearch » (Gemma)0,008
Version: metacan-v3-hybrid-931329e0061cStatut de validation: machine_predicted_unvalidated
Catégories candidatesCharge utile insuffisante (le modèle a refusé de juger)
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Sans objet · Signal consensuel: Sans objet
GenreSignal candidat: Synthèse · Signal consensuel: aucune
Score de désaccord entre enseignants0,972
Score d'incertitude au seuil0,998
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,002 | 0,008 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,001 | 0,002 |
| Bibliométrie | 0,007 | 0,007 |
| Études des sciences et des technologies | 0,003 | 0,001 |
| Communication savante | 0,004 | 0,002 |
| Science ouverte | 0,002 | 0,003 |
| Intégrité de la recherche | 0,003 | 0,003 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,300 | 0,086 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
Tête enseignante Opus0,058
Tête enseignante GPT0,350
Écart entre enseignants0,292 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validation
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Devis d'étudeSans objet
Domainenon disponible
GenreSynthèse
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».
En bref
Citations0
Publié2025
Routes d'admission3
Résumé présentnon