Notice bibliographique
Résumé
I look up. I see her, racing toward me, baby in arms. Her face is beaming. The unmistakable glow of a proud new parent.“Here he is, Dr. Sharda!” A round, sleeping baby is thrust into my clumsy arms. I steady my posture and look down into his merely days-old face. My fingers, moments earlier swiping and typing at furious speed to answer yet another email before I rush back to the OR, now slow their pace as I gently stroke his foot, his hand, his unbelievably soft hair.“The epidural was amazing!” says his Mum breathlessly.For the first time I look up into her blue eyes. They are bright and betray that heady mix of exhaustion and exhilaration—the hallmark of every new parent. I search that sea of blue, those flecks of brown, trying, pulling, reaching into the recesses of my memory to place this woman standing in front of me, her precious baby in my arms.Did I put in her epidural? Do her C-section?My brain tries to calculate the age of this baby in conjunction with the matrix of my call schedule and I admit sheepishly and silently to myself that perhaps a 4:00 am interaction a week ago has slipped out of my tired mind, merging into the stream of cases I managed that night.Her earnest stare moves from me to baby, baby to me, her smile not breaking, her giddy enthusiasm almost infectious.“I did what you said,” she continues, “Asked for the epidural early, told the nurses the evidence you showed me about early epidurals not prolonging labor, and made sure everyone knew that it would be important for my medical condition that my epidural be placed early, and…and…It was amazing. Everyone was amazing!”I remember. I remember instantly. The consultation. Those bright blue eyes were anxious and scared that day. Sitting together in the preop clinic, those eyes had searched my face for answers, for reassurance. Clinic had run late. I had spent time with her, explaining the analgesia options, going through diagrams and evidence, sharing both anecdote and research on labor and her particular medical condition. I had printed out a research paper and placed it carefully in her chart for my colleagues to also read. I remember. I remember it all.I am at once amazed and incredulous. I had not so much as touched this woman’s back, not so much as provided any ounce of pharmacology, any degree of “intervention,” and yet here we were, her most precious asset lying in my arms, because I had given her, and myself, perhaps the greatest gifts physicians and patients offer one another—the gift of conversation and the art of story.
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 | 0,010 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,004 | 0,001 |
| Communication savante | 0,010 | 0,007 |
| Science ouverte | 0,002 | 0,007 |
| Intégrité de la recherche | 0,003 | 0,004 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,628 | 0,532 |
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 ».