Notice bibliographique
Résumé
CodaFebruary 2013.Houses tell a lot about the people who live in them.They are a canvas upon which past lives, stories, and memories find a way into the present.They tell of someone's aspirations and fears, of one's loves and dreams.Such were my thoughts as I walked into the house of Brigadier Khan, in a quiet residential area in the outskirts of Islamabad.The walls were covered with a number of family photographs.I saw the young brigadier on the day of his marriage -"many years ago," as he pointed out.Other pictures were showing his four daughters with their respective husbands and children, and one large image showed the whole family together.All of the brigadier's daughters were living in different places now: Vancouver, Manchester, Karachi.The fourth one, I can't recall.As the Brigadier pointed out, proudly, "it all started from me, and now they are all over the world with their families".In February 2013, at the time I interviewed him in his house in Islamabad, Brigadier Khan was 82 years old.Tall and skinny, his long fingers moved quickly as he generously talked to me about his life for over two hours, while sipping sweet chai and eating cookies and dry fruit.He enjoyed his time in the army -and he certainly enjoyed recalling the old days.The reason I was interviewing Brigadier Khan was because he had been responsible of the construction of "over 400 miles" of the KKH, in the 1960s and 1970s, when he was a commander of the Corps of Engineers of the Pakistani army.I had come to know Brigadier Khan through another prominent member of the Corps of Engineers, Brigadier (retired) Mumtaz Khalid.Brigadier Khalid was the author of a two-volume history of the construction of the KKH (2006; 2009), which I had carefully read and discussed with him over meetings at his house in Rawalpindi.Yet when my questions lingered around the relationships between Pakistani engineers and their Chinese counterparts, he suggested I get in touch with Brigadier Khan.He, Mumtaz Khalid told me, was working closely with the Chinese, and travelled extensively to Xinjiang and Beijing to discuss cooperations and protocols with Chinese officers.He had even met Zhou Enlai once, I was told.Brigadier Khan, as I arrived at his house, invited me to sit in a large living room, surrounded by sofa, with a big window pointing toward the small garden beside the street.As I walked in, I couldn't avoid noticing the huge carpet that was covering most of the room's space, a beautiful
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
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.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,001 | 0,004 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,002 | 0,002 |
| Études des sciences et des technologies | 0,003 | 0,001 |
| Communication savante | 0,008 | 0,004 |
| Science ouverte | 0,002 | 0,005 |
| Intégrité de la recherche | 0,002 | 0,002 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,785 | 0,652 |
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.
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.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».