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Record W2080774693 · doi:10.1097/aln.0b013e31826a4987

The Good Doctor

2012· article· en· W2080774693 on OpenAlexaff
Richard L. Saupé

Bibliographic record

VenueAnesthesiology · 2012
Typearticle
Languageen
FieldHealth Professions
TopicHealth Sciences Research and Education
Canadian institutionsRichmond Hospital
Fundersnot available
KeywordsMedicineFamily medicine

Abstract

fetched live from OpenAlex

“To know him is to love him,” people would say about Dr. Bob.†And they meant it, too. Rosy-cheeked and thick-in-the-middle, he had a twinkle in his eye that could convince even the most skeptical of people that he was Santa Claus in street clothes.Dr. Bob was a family physician in my home town, in every sense of the word. He did it all – OB, pediatrics, medicine, geriatrics. Wife, two kids, and 24/7 call for his entire practice.The first time I met Dr. Bob was an evening in April, when I was in high school. I was studying for a biology exam one evening when I heard a knock on my door. “Sue’s having her baby,” my mom informed me. “Would you like to watch?” Unaware of what I was really getting into, I said “Sure!”Twenty minutes later, there was Dr. Bob, ushering me into the delivery room and handing me some sterile gloves and a gown. My impending near-syncopal episode notwithstanding, it was a once-in-a-lifetime opportunity for a 16 year-old kid who had a vague inkling about someday going to medical school. If I remember correctly he let me cut the umbilical cord. He was just that kind of guy.Years later, in my second year of medical school, I had what I have to believe was a panic attack: chest pain, palpitations, shortness of breath. Being a neurotic medical student, I stopped by the emergency room on my way home, just to rule out something serious. Luckily it was “nothing” (except a panic attack ), and I went back to class the next day.After lunch, in the middle of yet another incomprehensible biochemistry lecture from an even more incomprehensible – but adorable – biochemistry professor, it happened again: tachycardia, shortness of breath, etc . I tried some of the deep breathing someone had suggested when I was in the emergency room the day before, but nothing worked. I’m outta here , I thought to myself. I didn’t even wait for the end of the lecture. I grabbed my bag, walked to my car, and drove the 90 miles to my home.“What a nice surprise!” my mother declared when I walked through the door. “Not exactly,” I explained. “I’m dropping out of medical school. I can’t take it any more.” Utterly exhausted, I retreated to my room for a quick nap, and by “quick nap” I mean I slept for about 14 hours.I rolled out of bed the next morning, came down to the kitchen for a shot of caffeine, and there he was: Dr. Bob. “Tell me what happened,” was all he said, and I proceeded to lose it. Between blubberings, I managed to convey how stressed out I was, how I was surrounded by people way smarter than me, how I felt stupid all the time, how I was never going to be able to pay back my loans, and so on and so on.You see, I happen to be one of those unfortunate souls who was born without a photographic memory. Medical school, it turns out, requires the memorization and processing of [expletive ]-loads of information, a detail which escaped my radar when choosing a career path. High school had been easy enough. College was a bit harder, but as long as you showed up and worked hard, you could do pretty well. Medical school, on the other hand, was a whole different ball game.He waited until I composed myself, then looked me straight in the eye and said, “Look at me. Do I look like the smartest guy you ever met?” Playing along, I had to admit that no , he didn’t resemble the smartest guy I ever met (that guy was a tall skinny Jewish kid from Brighton – you know who you are). “I grew up on a farm in Montana,” he continued. “My parents had nothing, and therefore I had nothing. Med school is really, really hard… but if I can get through it, you can too.” And that’s all I needed to hear.Fast forward about 5 years.I’m a third-year resident at The Medical Center, and I just happened to be on the Thoracic service, when lo and behold, guess whose name appears on the OR schedule… Dr. Bob. Unbeknownst to me until that day, The Good Doctor was diagnosed with aggressive esophageal cancer which threatened invasion of his entire chest cavity. Aggressive surgery seemed like a good idea at the time. After all, he was only 52.Nervously, I made my way to the bedside. On the one hand, I couldn’t wait to see him again (Look at me! I made it! I couldn’t have done it without you!) On the other hand, he had esophageal cancer .Even with aggressive carcinoma growing inside his neck, making it impossible to eat solid foods, and literally sucking the life out of him, he maintained the grace and composure of an old Indian chief. “I’m glad you’re here,” he whispered. “I know I’m in good hands.”Taking care of someone you know is a mixed blessing. Ask anyone, and they’ll give you their opinion on the subject. “Who better?” some might say. “I never take care of people I know,” is the other extreme. And one of my personal favorites: “The best you can do is look competent.”When I found out I was assigned to Dr. Bob’s case, I offered him the option of having a different anesthesia provider. He wouldn’t hear of it.We rolled into the operating room just before 7:30. The plan was a radical esophagectomy, followed by a colonic interposition with end-to-end anastamosis. I had only ever seen one of these procedures, as a medical student, and all I knew was that I was in for a long day. And Dr. Bob would get some much needed rest, if only for a little while.About an hour after the surgeon made incision, I was finally settling into my comfort zone–cruising altitude, if you will–when The Surgeon peered over the drape in my direction.“Rick?” he said.“Yeah.”“This guy is a friend of yours, right?”“Yeah. Why?”“I’ve got some bad news for you.”Upon opening the chest, it appeared, the cancer was non-resectable. My stomach, in a sudden act of sympathy, was also in knots. One hour and a feeding tube later, we finished the case.When Dr. Bob finally opened his eyes in the recovery room, the first question he asked was what time it was. “9:30,” I responded. “Oh, boy.... That’s not good,” he said, and closed his eyes again. No kidding , I thought.That was the last time I saw The Good Doctor alive.He survived a few years after that. He quit his practice when the chemo made it too difficult to work full time, but he stayed in the game by working part-time in the public health department as long as he could. And he bought a Harley V-Rod, which is a pretty cool motorcycle for any guy, let alone a family doctor who’s dying of esophageal cancer.I wasn’t able to make it to Dr. Bob’s funeral. By the time he died I had moved away from the area, having just started a new job and a new family. When I got the call from my parents I just sat in silence for a long time. Naturally I knew the day was coming–frankly I was surprised it hadn’t come sooner–but it was still a relatively bitter pill to swallow.I think about Dr. Bob a lot. He was just one of those rare people that patients want to call their doctor, doctors want to call their colleague, and everybody wants to call their friend. I only wish I had gotten to spend more time with him. But don’t we all?

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.425
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.005

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.170
GPT teacher head0.506
Teacher spread0.335 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2012
Admission routes1
Has abstractyes

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