The author reflects on the scientific errors committed through small number of probabilities. He contends that one's susceptibility to these errors have been documented in several surveys. He cites a research suggesting that conclusions from small probabilities are subject to the scrutiny of accuracy argument. The author also comments that these scientific errors depict a limited skill to assess certainty in scientific studies.