Pharmacology

20 prompts that make you practise pharmacology rather than read about it — rehearse it against someone who does not fold, get told what you actually did wrong, and carry it into a situation you did not learn it in. 29 careers need this one, and it is the part of the work no software does for you. Everything here is built on 4 named sources, and on the 2 places those sources disagree.

20blueprints
29careers need it
4named sources
2real disagreements
Open it in the interactive atlas →

The blueprints

Each one is a different way in — open it up, go deeper, then carry it somewhere new.

Open it up First contact — what the skill even is, and where you already do it.

Definition stress-test

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Define “pharmacology knowledge for dietitians” in a way that cleanly separates it from pharmacy practice. Use…
drillrehearse against a counterparty who does not let you win easily
Define “pharmacology knowledge for dietitians” in a way that cleanly separates it from pharmacy practice. Use the Pharmacokinetics (ADME) and Pharmacodynamics (dose–response, receptor theory) frameworks from the dossier in your definition. Give 3 concrete clinical examples where a dietitian’s pharmacology knowledge changes a nutrition plan, and explain why pharmacy-level tasks (compounding, dispensing) are outside that definition.
Grounded inPharmacokinetics (ADME)Pharmacodynamics (dose–response, receptor theory)
Then sayPick one example (e.g., warfarin) and show the exact PK/PD reasoning a dietitian should use to change a meal plan across three intake scenarios (stable INR, newly started antibiotic, poor oral intake).
If it goes shallowIf the reply stays abstract, ask: “Show the concentrations/timing or receptor mechanism that make this clinically relevant — e.g., when does CYP induction change vitamin needs?”

Spectrum mapping

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Map pharmacology competence for dietitians on a 1–5 mastery spectrum using Pharmacodynamics (dose–response)…
drillrehearse against a counterparty who does not let you win easily
Map pharmacology competence for dietitians on a 1–5 mastery spectrum using Pharmacodynamics (dose–response) and Drug–drug interactions frameworks. For each level give 6 observable behaviors (chart notes, patient education, interprofessional steps) and one realistic test case the dietitian should pass to prove that level.
Grounded inPharmacodynamics (dose–response, receptor theory)Drug–drug interactions framework
Then sayFor level 4, provide a 3‑item rubric to grade the test case and an example failing and passing note.
If it goes shallowIf behaviors are abstract, demand verbatim chart note examples for each level.

First-principles reduction

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Break down, from first pharmacologic principles, why a small incremental increase in warfarin dose can…
appliedyour own details and limits, turned into a finished answer
Break down, from first pharmacologic principles, why a small incremental increase in warfarin dose can produce a large INR jump for one patient but not another. Use 'Pharmacokinetics (ADME)', 'Pharmacodynamics (dose–response)', and 'Therapeutic index' to reduce this to a handful of mechanistic steps. Cite the kinds of clinical data or lab values you'd check to confirm each step (no literature citations required).
Grounded inPharmacokinetics (ADME)Pharmacodynamics (dose–response, receptor theory)Therapeutic index / margin of safety
Then sayGiven a patient with stable INR on 3 mg who spikes after adding amiodarone, walk through which step most likely changed and why; list one immediate dose action and one monitoring plan.
If it goes shallowIf the reasoning is checklisty, ask: "Which single clinical sign would make you suspect altered clearance vs altered sensitivity?"
Go deeper The real mechanics, including the parts that feel counter-intuitive.

Anti-pattern

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Describe a dietitian who believes they’re competent in pharmacology but actually risks patient harm. Using…
drillrehearse against a counterparty who does not let you win easily
Describe a dietitian who believes they’re competent in pharmacology but actually risks patient harm. Using the Drug–drug interactions framework and Therapeutic index/margin of safety, list 7 specific ‘tells’ in their notes or behavior that reveal overconfidence. For each tell, provide the quick corrective action a supervising dietitian should take.
Grounded inDrug–drug interactions frameworkTherapeutic index / margin of safety
Then sayGive scripting the supervisor can use in real time: a 25–word prompt to stop an unsafe recommendation and a 2‑sentence justification to present to the prescriber.
If it goes shallowIf replies use only high-level language, demand documentation examples: copyable chart note snippets or checklist items.

Scenario simulation

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Roleplay: I am the dietitian on service managing a 72‑yr old with CHF on warfarin, furosemide, and amiodarone…
drillrehearse against a counterparty who does not let you win easily
Roleplay: I am the dietitian on service managing a 72‑yr old with CHF on warfarin, furosemide, and amiodarone who reports new appetite loss and started an over‑the‑counter St. John's wort 2 weeks ago. Use the Drug–drug interactions framework to play the cardiologist who pushes back on my recommendation to change red‑leaf salad frequency. Critique my responses and tell me, using Therapeutic index and ADME language, whether my reasoning would have been safe and when to escalate.
Grounded inDrug–drug interactions frameworkTherapeutic index / margin of safetyPharmacokinetics (ADME)
Then sayI reply that I’d stop St. John's wort and reduce high‑vitamin‑K salads — now push back: what monitoring would you demand and when would you involve pharmacy?
If it goes shallowIf the roleplay avoids clinical friction, instruct: ‘Be blunt — say why this is unsafe and refuse non-evidence actions.’

Failure autopsy

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Walk me through a realistic failure where inadequate pharmacology knowledge by the nutrition team caused a…
drillrehearse against a counterparty who does not let you win easily
Walk me through a realistic failure where inadequate pharmacology knowledge by the nutrition team caused a patient harm during a hospital QI project to reduce enteral feeding interruptions. Use Pharmacokinetics (ADME) and Evidence‑based therapeutics frameworks: what were the earliest warning signs in protocols, who missed them, and what immediate fixes would have prevented the adverse outcome?
Grounded inPharmacokinetics (ADME)Evidence-based therapeutics (levels of evidence)
Then sayShow me the exact checklist items to insert into the enteral-feeding protocol (5 items) that reference ADME and trial evidence levels.
If it goes shallowIf the narrative is generic, demand timestamps and sequences: when feeding paused, when drug given, lab changes.

Context shift

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I'm designing a nutrition-medication reconciliation workflow for dietitians. Using the Drug–drug interactions…
conversationa longer back-and-forth, not a single answer
I'm designing a nutrition-medication reconciliation workflow for dietitians. Using the Drug–drug interactions framework from the dossier, contrast how you would implement this workflow in (a) a small outpatient startup clinic with one EMR, (b) a large hospital system with multiple specialty teams, and (c) an asynchronous telehealth nutrition service — point out where the same interaction (e.g., warfarin–vitamin K-rich diet) looks and needs different handling.
Grounded inDrug–drug interactions framework
Then sayFor the hospital system case: a cardiology service is fast-tracking DOAC switches — draft the one-paragraph handoff dietitians should send to preserve safety.
If it goes shallowIf answers are vague, ask: 'List exact stakeholders, the EMR fields to use, and the maximum acceptable latency (hours/days) to resolve an interaction in each setting.'

Translation exercise

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I drafted a short patient handout for a client with chronic kidney disease who needs to start lisinopril.…
referencea plain fact, asked directly
I drafted a short patient handout for a client with chronic kidney disease who needs to start lisinopril. Rewrite it to demonstrate strong use of the 'Pharmacokinetics (ADME)' framework — keep it patient-facing, 6–8 sentences, include one concrete action item about timing or monitoring tied to ADME, and avoid medical jargon. Here’s mine: "Start lisinopril 10 mg once daily. It helps control blood pressure and protect your kidneys. Take it at the same time every day. You may feel dizzy at first. Report any cough or swelling. Avoid NSAIDs. Follow up in 2 weeks."
Grounded inPharmacokinetics (ADME)
Then sayNow make that same handout for a patient on hemodialysis — specify how ADME changes with reduced renal clearance and name one monitoring lab to request.
If it goes shallowIf the response only repeats common safety advice, ask: "Which sentence maps to absorption, distribution, metabolism, and excretion? Label them."

Culture clash

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As a dietitian advising patients who are starting metformin, compare how you would explain metformin's GI…
appliedyour own details and limits, turned into a finished answer
As a dietitian advising patients who are starting metformin, compare how you would explain metformin's GI side effects and timing in: (a) a U.S. urban clinic population that prefers direct data and dosage rules, and (b) a rural community where patients prioritize traditional remedies and meal-based routines. Use the 'Pharmacodynamics (dose–response)' and 'Pharmacokinetics (ADME)' frameworks to highlight two specific misunderstandings likely in each culture and give one concrete wording change for each setting.
Grounded inPharmacodynamics (dose–response, receptor theory)Pharmacokinetics (ADME)
Then sayDraft the exact short script (3 lines) you would say to a patient in each setting if they insist on taking herbal tea with metformin before meals.
If it goes shallowIf the reply stays generic, demand: "Show one line in each script that explicitly corrects the top misunderstanding and explain why."

Counterfactual

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Take the 2006 Vioxx (rofecoxib) withdrawal as a familiar drug-safety failure. Argue — using 'Drug–drug…
grounded studylearn the real rules, including where the experts disagree
Take the 2006 Vioxx (rofecoxib) withdrawal as a familiar drug-safety failure. Argue — using 'Drug–drug interactions framework' and 'Therapeutic index' — a counterfactual where a dietitian-led medication reconciliation program (focused on NSAID use, OTCs, supplements) prevented the excess cardiovascular events. Then state the weakest link in that counterfactual and how an implementation could realistically mitigate it.
Grounded inDrug–drug interactions frameworkTherapeutic index / margin of safety
Then sayDesign the key data fields (3–5) that the reconciliation form must capture to flag high CV risk from NSAID co-use.
If it goes shallowIf the reply is utopian, ask: "Name one realistic barrier from the clinic workflow and propose a mitigation with time estimates."

Feedback rehearsal

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Last week a patient with type 2 diabetes asked whether their new SGLT2 inhibitor would affect their meal…
grounded studylearn the real rules, including where the experts disagree
Last week a patient with type 2 diabetes asked whether their new SGLT2 inhibitor would affect their meal timing and carbohydrate choices. I told them 'no major changes, just watch for dehydration' and moved on. Coach me using the Pharmacokinetics (ADME) framework — how should that framework have shaped what I said, what specific points I should have raised (absorption, renal excretion, timing relative to meals), and one sentence I could have said instead to balance safety and nutrition goals.
Grounded inPharmacokinetics (ADME)Drug–drug interactions framework
Then sayNow roleplay the patient pushing back: 'But my neighbor lost weight—should I eat less carbohydrates?' Respond as me using plain nutrition language tied to ADME.
If it goes shallowIf the coach gives only generic 'monitor renal function' advice, ask: 'Show me the specific PK link — how does reduced renal clearance change onset/duration or safety for this drug class?'.

Junior-to-senior delta

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I want to level up from junior dietitian to a senior clinical nutritionist in how I advise about medications…
grounded studylearn the real rules, including where the experts disagree
I want to level up from junior dietitian to a senior clinical nutritionist in how I advise about medications that affect appetite and weight (e.g., GLP-1 agonists, antipsychotics). Using the Pharmacodynamics (dose–response, receptor theory) and Therapeutic index frameworks, tell me three concrete behaviors that distinguish junior vs senior vs manager in daily rounds, with one short example sentence each role would say to a prescribing physician.
Grounded inPharmacodynamics (dose–response, receptor theory)Therapeutic index / margin of safety
Then sayFor the senior level: give a micro-script to persuade a prescriber to consider dose reduction because of hypothesized PD saturation — include the PD rationale in one line.
If it goes shallowIf answers stay vague (e.g., 'be more confident'), request 'one observable action in rounds this week' and insist on the PD or TI rationale.

Conflict pairing

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Simulate a realistic disagreement on rounds: I'm a clinical dietitian arguing that we should switch a patient…
conversationa longer back-and-forth, not a single answer
Simulate a realistic disagreement on rounds: I'm a clinical dietitian arguing that we should switch a patient from olanzapine to haloperidol because of weight gain; the psychiatrist insists continuing olanzapine citing symptom control. Use the Drug–drug interactions framework and Evidence-based therapeutics to roleplay both sides for three rounds, then tell me where each side is trading off PK/PD concerns versus trial evidence and which immediate nutrition-anchored compromise best protects metabolic health.
Grounded inDrug–drug interactions frameworkEvidence-based therapeutics (levels of evidence / clinical trials hierarchy)
Then sayAsk the psychiatrist role to justify adding metformin off-label for antipsychotic weight gain — what trial-level evidence and safety monitoring would they cite?
If it goes shallowIf roleplay becomes soft ('we'll discuss later'), push: 'Give the exact one-liner each clinician would say on rounds to move the decision now.'
Test it elsewhere Carry it into a situation it was not learned in.

Trade-off probe

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I'm a registered dietitian counseling a 68-year-old with chronic kidney disease and uncontrolled…
grounded studylearn the real rules, including where the experts disagree
I'm a registered dietitian counseling a 68-year-old with chronic kidney disease and uncontrolled hypertension. Using the Therapeutic index / margin of safety framework from the dossier, walk me through when 'optimizing' a high‑potency potassium supplement becomes harmful — what it trades off against (efficacy, adherence, nutrient adequacy, drug interactions, monitoring burden). Roleplay: I'm the clinician proposing a plan; push back with the hard clinical trade-offs I may be missing.
Grounded inTherapeutic index / margin of safety
Then sayI propose starting 40 mEq/day of supplemental potassium but asking the nephrologist to monitor monthly — critique that plan using therapeutic index thinking and give concrete alternatives.
If it goes shallowIf responses stay high-level, request specific numbers: expected serum K+ rise per 20 mEq dose in CKD stage 4 and the monitoring interval that detects dangerous trends.

Measurement challenge

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I hire RDs and need to assess practical pharmacology judgment in a 45-minute interview without asking 'Do you…
conversationa longer back-and-forth, not a single answer
I hire RDs and need to assess practical pharmacology judgment in a 45-minute interview without asking 'Do you know PK/PD?'. Using Pharmacokinetics (ADME) and the Drug–drug interactions framework, design three covert assessment tasks or prompts I can use in that interview that reveal their skill (behaviors to watch and scoring rubric). Don't ask direct knowledge questions — make candidates demonstrate thinking.
Grounded inPharmacokinetics (ADME)Drug–drug interactions framework
Then sayTurn one task into a 7-minute roleplay script where the candidate counsels a patient on starting metformin with declining eGFR — give ideal responses and common red flags.
If it goes shallowIf tasks are theoretical, demand a timed script and exact observable phrases or questions that indicate competence.

Self-diagnosis

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Assess my practical pharmacology competence for nutrition practice. Ask me 10 focused questions, one at a…
conversationa longer back-and-forth, not a single answer
Assess my practical pharmacology competence for nutrition practice. Ask me 10 focused questions, one at a time, about situations where PK/PD, interactions, or therapeutic index matter (I will answer). After each answer, give a brief candid score (1–5) and a 2‑sentence rationale. After all 10, give an overall level and the single highest‑impact skill to improve.
Grounded inPharmacokinetics (ADME)Pharmacodynamics (dose–response, receptor theory)Drug–drug interactions frameworkTherapeutic index / margin of safety
Then sayIf my overall level is below 'independent', ask for a 90‑day learning plan with weekly milestones linked to cases I routinely see.
If it goes shallowIf scoring is bland, require the assessor to cite one specific observable mistake in my answers.

Micro-habit design

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Give me one 5‑minute daily micro‑habit that builds my everyday pharmacology judgment as a dietitian. State…
drillrehearse against a counterparty who does not let you win easily
Give me one 5‑minute daily micro‑habit that builds my everyday pharmacology judgment as a dietitian. State which framework from the dossier it's training (e.g., Pharmacokinetics ADME, drug–drug interactions), explain the cognitive mechanism it builds in one sentence, and give a one‑week schedule for practicing it with progressively harder mini-tasks.
Grounded inPharmacokinetics (ADME)Drug–drug interactions frameworkTherapeutic index / margin of safety
Then sayTurn day‑4 into a sample script I can actually say to a patient when I flag an interaction.
If it goes shallowIf habit is multi-step and >5 minutes, insist on trimming to one focused 5‑minute activity.

Devil's advocate

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Play devil's advocate: argue that deep pharmacology knowledge (PK/PD, ADME, interaction mechanisms) is…
grounded studylearn the real rules, including where the experts disagree
Play devil's advocate: argue that deep pharmacology knowledge (PK/PD, ADME, interaction mechanisms) is overrated for frontline dietitians — make a forceful case about workflow, scope, and alternatives. Then rebut your own argument and land on a practical middle path: which pharmacology principles should every dietitian master, and which can be delegated? Use 'Drug–drug interactions framework' and 'Evidence-based therapeutics' to justify which skills to keep in-house.
Grounded inDrug–drug interactions frameworkEvidence-based therapeutics (levels of evidence / clinical trials hierarchy)
Then sayGive me a one-page training outline (5 modules) for dietitians to reach that middle-path competency with time estimates.
If it goes shallowIf the devil's advocate is tepid, demand more concrete costs (hours, error types) to support the claim.

Teaching test

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Design a 30-minute workshop for outpatient dietitians on 'Pharmacokinetics (ADME) for nutrition counseling'…
conversationa longer back-and-forth, not a single answer
Design a 30-minute workshop for outpatient dietitians on 'Pharmacokinetics (ADME) for nutrition counseling' that ensures transfer to practice. Include: 1) a 10-minute micro-lecture outline naming one PK concept to emphasize, 2) a 12-minute active exercise using a real-world chart excerpt (give the excerpt details) where participants must make two nutrition recommendations, and 3) an 8-minute debrief question that probes tacit judgment.
Grounded inPharmacokinetics (ADME)Principles of Clinical Pharmacology (population variability)
Then sayProvide the exact chart excerpt text to hand out (age, weight, eGFR, meds including dosing), and ask for model facilitator answers to the two recommendations.
If it goes shallowIf the workshop plan stays theoretical, demand the verbatim chart excerpt and the two scripted participant responses for grading.

Retrospective lens

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Give me five post-meeting self-review questions dietitians can use to evaluate how they applied drug…
grounded studylearn the real rules, including where the experts disagree
Give me five post-meeting self-review questions dietitians can use to evaluate how they applied drug knowledge (PD/PK/Therapeutic index) when advising patients. Each question must force a specific, measurable reflection (e.g., 'Which lab value and threshold did I cite?') and suggest one corrective action if the answer is negative.
Grounded inPharmacodynamics (dose–response, receptor theory)Pharmacokinetics (ADME)Therapeutic index / margin of safety
Then sayFor the question about drug–drug interactions, give two short scripts to use when you notice a possible CYP interaction but need to defer to pharmacy.
If it goes shallowIf questions are vague, push: 'Rewrite this as a binary yes/no item and a one-line corrective action.'

The canon behind these

Where these came from — and where the experts disagree.

Goodman & Gilman's The Pharmacological Basis of Therapeutics — Laurence Brunton (editorial lineage)Rang & Dale's Pharmacology — James M. Ritter, Rod J. Flower, Graeme Henderson, Yoon Kong Loke, and Humphrey P. Rang (editorial lineage)Basic & Clinical Pharmacology — Bertram KatzungPrinciples of Clinical Pharmacology — Arthur J. Atkinson Jr. and others (editorial lineage)

Where they disagree

Mechanistic reductionism vs pragmatic, population-based prescribing

Where they disagree

Individualized dosing (precision pharmacology) vs standardized dosing guided by population averages

What people get wrong

The confident version of the mistake.

That all drugs act in a single, simple way — canonical sources emphasize complex, multi-receptor and pathway effects and context dependence.That higher dose always means greater benefit; sources stress nonlinearity, saturation, and adverse-effect tradeoffs.That pharmacology is only about small molecules — canonical texts cover biologics, peptides, and gene-therapy modalities and their distinct PK/PD properties.That guidance is purely theoretical — major works stress integrating clinical trial evidence, population variability, and monitoring into decisions.
Soft-skill blueprints in the LLOS Work Atlas are built from the real books and named methods working professionals use — and deliberately from the places those experts contradict each other. Depth is not authority: use these to prepare for a hard conversation, never to replace the person you need to have it with.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.

The rest of the map

Same library, five ways in.