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Record W2143555626 · doi:10.1200/jco.2010.33.5216

Negotiations and Love Songs

2011· article· en· W2143555626 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Clinical Oncology · 2011
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicLeadership and Management in Organizations
Canadian institutionsDalhousie University
Fundersnot available
KeywordsMedicineNegotiationLaw

Abstract

fetched live from OpenAlex

DOI: 10.1200/JCO.2010.33.5216 It is not uncommon that I lie about what I do for a living. When meeting strangers, basic introductions quickly turn into conversational quicksand for me. Whether posed for identification, categorization, assessment of social status, or to fill an empty conversation, inquiries about work are difficult to avoid. I know that such questions are innocent attempts to situate me somewhere in the atmosphere; we use the occupational compass to direct us toward an identifiable point in each other’s lives. I know this, and yet the job question, when it comes, often has me squirming for answers. My eyes dart away from the pair in front of me expecting a straightforward reply. The question triggers a peculiar type of “flight or fight response,” as if the topic of what I do for a living poses a personal threat. Most of the time I dodge the issue or flee entirely. At other times, I will stay and face the question in the easiest way possible, avoiding the pitfall of pretending to be an accountant in front of the local manager of H&R Block. First, I say I’m a doctor. In response to the inevitable question, “What kind . . . ?” I’ll sometimes blankly respond, “Oh, a general practitioner–a family doctor . . .” After all, I was one of those once, so it’s not really a bold-faced lie. I know about triaging colds and flu, about vaccinating kids and monitoring benign conditions. I know about diagnostic skills at risk of becoming blunted by seeing so many “walking well” and about desperately hoping not to miss a serious illness cloaked in a veneer of nonspecific anxieties and nondescript sensations and pains. But, in truth, I am no longer one of those. When I don’t escape or lie–there is no way to predetermine when the urge for honesty will suddenly strike–I answer, “I’m a cancer specialist,” and then feel the immediate lurch to the edge of a conversational cliff. This answer can be as shocking to my conversation partner as when I passingly ask someone, “How’s it going,” expecting a bland “not bad,” but instead have to respond to, “Oh just horrible–this has been one of the worst weeks of my life.” A momentarily stunned, uncomfortable silence follows. Responses to my profession confession vary and often include vignettes of how the person has been touched by cancer in the present or past, whether through the closest of loved ones or the most distant of acquaintances. When no such vignette is forthcoming, the conversation often turns to “how close ‘they’ are to a cure” or to imaginative hypotheses surrounding etiologies and best preventive methods. The possible collusion of industry and government in preventing the dissemination of a simple, natural cure also comes up commonly. Inevitably, there is a tinge of disbelief: Most people know someone who has been impacted by a malignancy, but have never met someone who deals with the onslaught of disease and despair day in and day out. For most people who are not medical professionals, just surviving an oncology job is cause for admiration and a certain degree of unqualified respect for sticking it out. From many we hear disbelieving comments similar to those that sometimes come from our own patients with whom we share their last hours, in between doses of narcotics or whispered over the hiss of oxygen from nasal prongs, “How do you do this every day?” Our students often have the same questions disguised in medically relevant discussions about treatment protocols, adverse effect management, and breaking bad news. To a very few, in moments when the need to unburden trumps the need to hide, I describe the field of medical oncology with the subtitle, Negotiations and Love Songs, stolen from a Paul Simon album of the same name. We negotiate constantly with patient and disease–with what is realistic, reasonable, possible, and tolerable. We negotiate hope and reality, cure and palliation, how many tests to order, and when to order them. We negotiate the interpretation of disease status, whether of impending threat to health and life or of tenuous and uncertain stability. We negotiate prognosis, time frames, treatment options, lines of therapy, whether clinical trials make sense or are relevant. We negotiate the disease course constantly with patients and their loved ones, individually or in groups. We negotiate the gauntlet of physical and emotional fragility, hypervigilance, symptomatic distress, and existential chaos. We negotiate what we are in control of and what is beyond human control. We are often forced JOURNAL OF CLINICAL ONCOLOGY T H E A R T O F O N C O L O G Y VOLUME 29 NUMBER 6 FEBRUARY 2

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.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.621
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.236
GPT teacher head0.387
Teacher spread0.151 · 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