Module 7 · Advanced Grammar & Spiral R&UoE · Lesson 26
Calibrated certainty across genres
Warm-up · Section 1
4 minRank from MOST to LEAST certain: 'must', 'is bound to', 'is likely to', 'could well', 'might', 'could conceivably'. Where do you draw the line into 'speculation'?
A scientist says 'this WILL cure cancer' when the evidence supports 'may help reduce'. What does the over-claim cost — even if it's exciting?
Same scientist hedges to 'might possibly, perhaps, in some cases…'. What does that cost?
Grammar focus · Section 2
8 minQuick rule
5 = CERTAIN (must, is, will): evidence is conclusive. 4 = HIGH PROBABILITY (is highly likely to, will almost certainly, would): strong evidence, minor doubt. 3 = MODERATE (is likely to, may well, would tend to): evidence leans this way but isn't decisive. 2 = POSSIBLE (may, might, could): plausible, not predicted. 1 = SPECULATIVE (could conceivably, it is not inconceivable that, one could imagine): floated, not asserted. The C1 task is to MATCH the modal/hedge to the evidence — over-claim loses credibility; under-claim loses information.
Examples
5 (certain): 'The deadline is non-negotiable.'
4 (high probability): 'The deadline is highly likely to hold.'
3 (moderate): 'The deadline is likely to hold, on current trajectory.'
2 (possible): 'The deadline may hold, but there's slippage in two streams.'
1 (speculative): 'It is not inconceivable that the deadline holds — but I wouldn't bet on it.'
Quick check
Question 1.The evidence is STRONG but not conclusive. Best calibration:
Question 2.Evidence is THIN — only a plausible hypothesis. Best:
Question 3.Best RECALIBRATION response to a sceptic:
Question 4.Why is 'it is LIKELY to' more PRECISE than 'maybe'?
Question 5.Which is the FLAGGED-EVIDENCE hedge (signals the basis, not just the doubt)?
Vocabulary · Section 3
6 minto be likely to
level-3 certainty; positive prediction with evidence base
e.g. The policy is likely to reduce wait times by year-end.
Use it now
Use 'is likely to' on a prediction you'd genuinely defend.
↻ Recycled in speaking
to be highly likely to
level-4 certainty; strong evidence, minor doubt
e.g. The deadline is highly likely to hold.
Use it now
Distinguish 'likely' (3) from 'highly likely' (4) on a real example.
↻ Recycled in speaking
it would appear that
evidence-flagged hedge; signals 'based on what we can see'
e.g. It would appear that the change is producing the intended effect.
Use it now
Use 'it would appear that' instead of 'I think' on a data-based observation.
↻ Recycled in writing
on the balance of the available evidence
formal evidence-flag for level 3 or 4 claims
e.g. On the balance of the available evidence, the trial supports the new protocol.
Use it now
Use the phrase in a 30-second mini-summary of any topic.
↻ Recycled in writing
arguably
marks a defensible but contestable claim — level 3 with a bias
e.g. Arguably, the second proposal is the stronger of the two.
Use it now
Use 'arguably' where 'definitely' would over-claim.
↻ Recycled in writing
could conceivably
level-1 speculation; plausible, not predicted
e.g. The outcome could conceivably go either way.
Use it now
Use 'could conceivably' for a real-life uncertainty you face this week.
↻ Recycled in speaking
Pair / group discussion
Complete each stem about yourself
Rank & justify
Rank from MOST to LEAST certain.
Quick write (60 seconds)
Take ONE claim ('The new policy will work'). Rewrite it at each of the 5 levels. 50 words total.
Pronunciation · Section 4
3 minHedges fail when delivered with rising/uncertain intonation — they then SOUND like doubt rather than precision. Calibrated hedges are delivered with FALLING tone on the hedge phrase and steady volume. 'It is LIKEly to HOLD ↘' — falling, level. 'It is likely to hold?' — rising — undoes the calibration. Practise saying 'on the balance of the available evidence' as a CONFIDENT speaker citing data, not an UNSURE speaker apologising.
Reading · Section 5
8 minThree short summaries of a real study (internal team brief)
Same data, three writers, three certainty levels. Which one would you trust to deliver bad news as well as good?
Calibration comparison · Pre-listening
VERSION A — over-claimed. The new onboarding flow WILL increase week-1 retention by 12%. Implementation across all regions is the obvious next step.
VERSION B — over-hedged. The new onboarding flow might possibly, in some cases, perhaps tend towards an increase in week-1 retention — though it's hard to say. Maybe further work is needed.
VERSION C — calibrated. On the balance of the available evidence, the new onboarding flow IS LIKELY to increase week-1 retention, with a point estimate of 12% (95% CI: 6–18%). The effect appears stable across two of three regions; further evidence is needed before wider rollout.
Question 1.What's wrong with VERSION A?
Question 2.What's wrong with VERSION B?
Question 3.Why is VERSION C the C1 model?
Question 4.Which phrase in C is the EVIDENCE FLAG?
Question 5.Why does C's 'further evidence is needed' RAISE credibility, not lower it?
Listening · Section 6
8 minNotes
Listening audio
Tap play to listen. Scrub the bar or use ± 5 s to jump.
Interviewer (English, m):So the new treatment cures the condition.
Prof Otieno (Kenyan, m, clinician-researcher):I'd step that back. On the balance of the available evidence, the treatment is highly likely to reduce symptom severity in moderate cases — that's level 4 certainty for that subgroup. For severe cases, it is likely to help, but the trial wasn't powered to be definitive there. The word 'cure' is, frankly, over-claiming.
Interviewer:So patients shouldn't get their hopes up?
Prof Otieno:That's the opposite over-claim. The evidence supports cautious optimism. It would appear that moderate-case outcomes improve; arguably, this is the most important sub-group clinically. I'd be honest about what we don't yet know without writing off what we do.
Interviewer:If you had to bet?
Prof Otieno:Bet on improvement, not on cure. And bet on improvement being LARGER in moderate cases than severe — that's where the calibration sits.
Question 1.Prof Otieno's first move is to:
Question 2.On severe cases, his calibration is:
Question 3.He responds to 'patients shouldn't get their hopes up' by:
Question 4.'It would appear that…' signals:
Question 5.His closing 'bet on improvement, not on cure' is best described as:
Visual stimulus · Section 7
3 minAnchor each level to ONE phrase you trust. In speaking, retrieve the phrase, not the level.
Notes
Discuss in pairs
Place a real claim you've made this week on the scale. Was your phrasing calibrated to the right level?
Exam skills · Section 8
3 minStrategy
Example
PROMPT: 'Will AI tools improve education?' ANSWER: 'On the balance of the available evidence, AI tools are LIKELY to improve specific tasks — feedback turnaround, drafting practice — for self-directed learners. They are NOT YET likely to lift outcomes across whole systems; the evidence isn't there. So I'd land at level-3 for individual gains, level-1 for system-wide gains. Different claims, different calibrations.'
Practice · Section 9
7 minQuestion 1.On the ____ of the available evidence, the trial supports the new protocol.
Question 2.It would ____ that the change is producing the intended effect.
Question 3.The deadline is ____ likely to hold — slippage is minor and contained.
Question 4.It is not ____ that the outcome could go the other way.
Question 5.____ , the second proposal is the stronger of the two — though I'd want to test it.
Question 6.You're right — I'd ____ that back to: it is likely to, not will.
Writing · Section 10
4 minYour task
Take a single paragraph (~60 words) about a real change at work or in your community. Rewrite it at THREE certainty levels (5, 3, 1) without changing the underlying content.
Before you submit
LEVEL 5: 'The four-day week reduces fatigue. Employees report better focus and the absence rate is lower. Implementation will continue across the company in Q4.' (Only defensible if you genuinely have conclusive evidence.) LEVEL 3: 'On the balance of the available evidence, the four-day week is likely to reduce fatigue and is associated with a lower absence rate. Wider implementation would appear sensible, pending further data from the larger teams.' LEVEL 1: 'It is not inconceivable that the four-day week reduces fatigue; the early signals are encouraging, but the evidence is thin. One could imagine wider benefits — but we are not yet in a position to claim them.'
Speaking · Section 11
6 minSpeaking — claim, defend, recalibrate (8 minutes). One partner makes a CLAIM (level of certainty self-chosen). The other partner PRESSES ONCE: 'on what evidence?' Claimant must either defend the level (citing evidence) or recalibrate openly to a named new level. Swap. Four rounds each.
After each round, partner names the OUTCOME.
Did the claimant CALIBRATE, OVER-CLAIM or UNDER-CLAIM?
Calibrated
Claim matched the evidence; defence or recalibration was clean. Band-5 territory.
Over-claimed
Claimed level 5 / level 4 on level-3 evidence; recalibration was forced.
Under-claimed
Hedged to incoherence; the reader can't tell what the claimant thinks.
Collapsed under pressure
Folded to 'maybe' under challenge instead of holding or naming a new level.
Useful phrases
Optional · Teacher-led
Stretches if time allows. ~18 min total
Homework · Section 12
Take-homeFind one news headline that claims certainty (level 5). Rewrite the headline AND the opening paragraph at the calibration the article's actual evidence supports.
Build a personal phrase bank — 3 anchors per level on the 5-point scale, plus 3 recalibration lines. Memorise 8.
Complete 8 open-cloze items (provided in Teacher Mode) focused on modal/hedge collocations: 'on the ___ of the evidence', 'it would ___ that', 'arguably', 'is ___ likely to'. 4-minute time limit.
Record a 60-second answer to: 'Will remote work outlast the decade?' Use exactly TWO different calibrations (one for the short-term claim, one for the long-term claim). Listen back: are the levels named clearly?
Recap · Section 13
Wrap-up