An idealized radiochemical neutrino counting model separates production, survival, recovery and readout. Suppose a freshly cleared target produces atoms at a constant rate during exposure . Each atom has nuclear decay constant , where is its half-life. The expected surviving population obeys
The proof is to multiply the differential equation by and apply integration. The expression also follows by summing the exponential decay survival probabilities of atoms produced at every earlier time. Production does not imply eventual recovery: atoms can decay during exposure.
Let be the fraction recovered instantaneously at extraction, the subsequent delay before counting, the probability of recording a decay, and the counting duration. The expected signal pulses are
With constant background rate , the expected total is . During counting, the expected instantaneous pulse rate is , with . Equal time windows therefore lose signal by the factor while a constant background stays unchanged. Fitting the time dependence helps distinguish radioactive decay from that background; it does not recover individual capture times.
For an original worked example choose , , , , and . These are illustrative assumptions. Then , and
Doubling the exposure does not double the surviving inventory: . A delay of one half-life halves the signal. At , ; at long exposure it saturates at . These limits explain why a large target and repeated extraction can matter more than simply waiting longer. The model neglects time-dependent production, finite extraction duration, residual atoms between runs and time-dependent backgrounds.

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