The morning at the materials review office, Yui saw the desk of a man named Minami for the first time. A chart of problem types, plastered with sticky notes. \"Deviation comparison,\" \"implied superiority,\" \"out-of-bounds extrapolation\"—the technical terms lined up in neat order. Minami can name every one of the problems. And yet Mio will not make him an independent reviewer. The reason lay in a single piece of material and one thin line.

He Could Name Every Type

That day, Minami recited the problem types of review material in front of Yui. Using the explanatory material for a cardiovascular treatment drug as his subject, he counted on his fingers: "There are six deviations that tend to happen with this kind of material." How data is cropped, how the control group is hidden, how an effect is reworded. The textbook headings came straight out as his own voice. Yui was honestly impressed. "Minami, you've got it all memorized."

Mio silently placed a different sheet in front of Minami. An actual proof copy. "Look at this as if you were doing an independent review. If there's a problem, catch it."

Minami read it for ten minutes and looked up. "No major problems here. The wording is reasonable too."—That material contained one trick: partway up, the vertical axis of a graph changed its scale. The very "deviation comparison" he had named first on his chart was happening right in front of him.

Why a Floor Can't Be Measured by 'Height' Alone

Yui asked Mio about it later. "Minami's knowledge is around L3 (the top of the detection skill that lets you review independently), isn't it? Why won't you pass him?"

Mio drew a horizontal axis and a vertical axis on the edge of the paper. "If you only look at the single yardstick called L, Minami really is high. But detection skill can't be measured by height alone. You read it as coordinates."

Abstraction A-hat

= how well you can speak at the level of concepts. Minami is full marks here. The ability to explain types in the abstract.

Field of view S-hat

= the range over which you can actually catch that problem in the real item in front of you. Minami is narrow here. He doesn't move from the single sheet at hand.

"Minami is high in abstraction and narrow in field of view. We call this 'desktop detection.' On the desk—that is, inside his head—he can see everything. But on the actual item, he can't catch it."

Think of Airport Security Screening

Mio offered an analogy. "Think of training for a security screener. There's someone who has memorized every type of dangerous item. Knives, liquids, batteries—if you ask him to explain, it's perfect. But sit him in front of an actual X-ray monitor and he lets the blade on the screen pass right through. Can you put this person alone in charge of an inspection station?"

Yui shook her head. "No way. Screening is meaningless if you can't catch it on the real item."

"Right. Materials review is the same. A dangerous piece of material goes out into the world on one person's judgment. A medical professional reads it and decides on a prescription. So what we ask of a reviewer isn't 'being able to talk about types' but 'being able to catch the danger in the single sheet in front of you.' No matter how fluent the talk, it doesn't become a floor."

Yui remembered Higuchi from before. Higuchi was outstanding at explanation and persuasion, but weak at finding danger. "So Higuchi's weak spot is in a different place." "Different. Higuchi is strong at persuasion and weak at detection. Minami is strong at knowledge and weak at detection—more precisely, strong at abstract detection but weak at detection on the real item. So the prescription is different too."

Pass Only What's Above the Diagonal

Mio drew a single line across the coordinates, from lower left to upper right. "This is the real body of the qualifying line. The floor isn't a single point called the L value—you impose it along this diagonal."

TypeAbstraction A-hatField of view S-hatVerdict
Real detection (on the diagonal)HighWide (2 or more)Qualified, independent OK
Desktop detection (Minami)HighNarrow (under 2)Not made independent

"If you only look at the L display, Minami looks like L3, because his talk is full marks. But his field of view S-hat doesn't reach 2. He can't catch it on the real item. So no matter what the L number is, he doesn't pass as independent. Height that strays off the diagonal isn't accepted as a floor."

Yui felt she understood the meaning of the line. "If you're fooled by the L number and pass someone who's only high in abstraction but narrow in field of view—" "You end up putting someone who overlooks danger on the real item alone in charge of the inspection station. That's the scariest thing."

How to Handle Minami

So is Minami a fail? Mio shook her head. "Minami isn't like Higuchi. He has the foundation of knowledge. What he lacks is only the field of view. So it's a conditional pass—we won't let him work independently, but with supervision he can join the review."

Taking notes, Yui asked, "Supervision—concretely, what does that mean?" "Someone with a wide field of view checks the material Minami reviewed once more on the real item. We make use of Minami's power of abstraction and just plug the overlooks on the real item with another set of eyes. It's because we read detection skill on two axes that we can write a prescription like this."

Mio said at the end, "If we measured people on the single point of L, Minami would have been 'L3, so independent OK.' Because we read it as coordinates, it became 'knowledge is high but field of view is narrow, so supervised.' Defining the floor on two axes—that's what this means." In Yui's notebook were a diagonal line and one point sitting just a little below it. That was Minami's position.

The Qualification Bar ── Map of all 10 episodes

  1. Vol. 2: The Asymmetry of Harm ── A Miss Is Orders of Magnitude Heavier ── Why you must not draw the line with an average, part 1: a miss and a false alarm are not equal harms
  2. Vol. 3: The Compensation Trap ── Eloquence Hiding a Gap in Detection ── A reviewer who is brilliant at explaining and at getting along with people is weak at just one thing: spotting danger (risk detection). Average the scores and they pass. But someone who cannot spot danger yet talks well will push risky material through on charm alone. Why you must not decide pass or fail on an average — explained gently through real Case A.
  3. Vol. 4: Floor vs. Aggregate ── Non-Compensatory Gates and the Weighted Score ── Pass/fail is decided by minimum bars (floors); the total score is used only to rank. Fall below even one bar and a perfect score still fails. This is the unbreakable rule of the qualifying line.
  4. Vol. 5: The Highest Floor for Detection ── Why Risk Detection Exists ── Material review — the job of checking a drug company's promotional materials for doctors before they go out — exists to find the dangerous spots. So among eight abilities, the minimum bar for the power to spot danger (risk detection) is set highest. To pass as someone who can review alone (qualified) you need level L3, the second-highest rung, plus a real-world spotting range of 2 or more. A person who stops one rung lower, at L2, lets the most dangerous materials slip right through.
  5. Vol. 6 (this episode): A Floor on Two Axes ── Not Letting Desktop Detection Pass ── The pass line for detection cannot be drawn with a single score. It needs two rulers: how well you can explain the danger, and whether you can catch it in the real material in front of you. A textbook-only spotter may look like L3 on paper but does not clear for solo work.
  6. Vol. 7: Calibration as a Gate to Independence ── Overconfidence Disqualifies ── A look at the gate (calibration gate G2) that asks: do you estimate your own seeing-power correctly? Working alone means no one checks behind you. A person who thinks their detection skill is higher than it really is (gap Δ of +2 or more) waves through danger without noticing their own blind spot. This gap (Δ) is not skill itself, but it decides whether someone may work alone.
  7. Vol. 8: The Four Gates G0–G4 ── The Logic of Early Rejection ── A reviewer's pass or fail is decided at four checkpoints in order. Anyone who fails an earlier checkpoint is not re-measured at a later one. A non-negotiable minimum line (a "floor") cannot be patched over by other strengths, and the total score never flips the result.
  8. Vol. 9: Three Profiles ── How One Line Sorts Them ── The eloquent talker, the textbook thinker, and the real deal — where one pass/fail line sends each
  9. Vol. 10 (final): The Responsibility of Drawing the Line ── Anchors First, Human Confirmation, Non-Punitive Growth ── The closing chapter that turns the pass line into something a workplace can actually use. Only when a shared book of agreed examples exists does the line become a common yardstick. The four verdict tiers are not a brand of failure but a signpost for what to grow next. AI gives a rough first reading; a human makes the final call.
In closing

Minami could talk about problem types better than anyone. Even so, he did not become an independent reviewer. The power to talk (abstraction A-hat) and the power to catch it in the single sheet in front of you (field of view S-hat) are separate axes, and the qualifying line is drawn only on the diagonal where both axes are present at once.

The positions of Higuchi and Minami are now fixed. What remains is Wada. That plain, unremarkable man who can still catch danger on the real item—where will he land on the diagonal? The day the three verdicts line up side by side is near.

Key Points ── Three to take with you
  1. Key point The floor is imposed not as a single point called the L value, but on the coordinates of abstraction A-hat (= the power to talk in concepts) and field of view S-hat (= the range you can catch on the real item).
  2. Key point "Desktop detection" that can talk about types but can't catch them on the real item (high A-hat, narrow S-hat) is not passed as independent even if the L display looks like L3, as long as field of view S-hat is under 2. Only the real thing on the diagonal passes.
  3. Key point Minami isn't a fail but a conditional pass (supervision required), because he has the foundation of knowledge. Plugging only the overlooks on the real item with a wide-field set of eyes is a prescription you can write only by reading on two axes.
Sources & references
  1. Green, D. M., & Swets, J. A. Signal Detection Theory and Psychophysics. Wiley, 1966. Separating sensitivity from decision criterion — the origin of treating catching power (S-hat) and categorization (A-hat) as distinct axes.
  2. Macmillan, N. A., & Creelman, C. D. Detection Theory: A User's Guide. 2nd ed., Lawrence Erlbaum, 2005. Handling the asymmetric costs of misses versus false alarms.
  3. Spencer, L. M., & Spencer, S. M. Competence at Work: Models for Superior Performance. Wiley, 1993. Grounding through behavioral indicators — judging ability by demonstration, not abstract knowledge.
  4. Messick, S. Validity. In R. L. Linn (Ed.), Educational Measurement (3rd ed.). ACE/Macmillan, 1989. Construct validity — the argument for whether a floor truly measures what it should.
  5. Kane, M. T. Validating the Interpretations and Uses of Test Scores. Journal of Educational Measurement, 50(1). 2013. Validity as an argument for interpretation and use — matching the justification of using a coordinate-floor indicator.