Ambercite has published a range of case studies discussing how relying on patent codes and keywords can lead to relevant patents being missed by even diligent searchers.
But why is this?
One reason might be that different searchers have different perspectives when searching for patents - and these perspectives may differ from those of examiners who assign these classifications. To explain this further, I will revisit a couple of patents earlier discussed, namely patents for a phone watch, and a cardboard box. Both patents are relatively simple inventions yet still contain traps for those searching for them. We will also revisit an early patent landscaping study on Alzheimer's patents.
1) First Case study - Did Swatch invent the SIM card watch?
As previously discussed, In 1999 Swiss watchmaker Swatch filed for US patent 6224254 Radio telephone timepiece including a SIM card

For a:
....radio telephone watch intended to be used in a mobile communication system, this watch including in particular a case and a wristband allowing said watch to be worn on the wrist, 15 characterised in that the watch includes in particular: a casing, associated with a first strand of said wristband, capable of receiving, in a removable manner, a SIM card...
As a mental exercise, I invite readers to consider how they would characterise this invention. Is this is a:
- watch?
- SIM card reader?
- Phone?
- Wrist phone?
- Mobile communication device?
- All of the above?
- Another classification I have missed? I am sure that there are many such classifications.
But what did the USPTO characterise this watch as? According to their webpage for this patent, the USPTO assigned the following US patent codes to this patent:

The USPTO also listed on the same website IPC (International Patent Classification) as well as the new CPC (Cooperative Patent Classification) codes. CPC codes are intended to replace both the USPTO and IPC codes, and many cases appear to be similar to IPC codes. To avoid repetition I will list the newer CPC codes for this patent, but not the older IPC codes.

These patent codes all appear to be correct. Equally they are not 100% helpful, as they collectively cover a large range of patents. They also individually miss the key aspect of the Swatch invention, although if combined do a reasonable job of representing the Swatch invention.
But is this a once off finding? In my earlier published blog, we conduct a patent search starting with the Swatch patent, and end up with a Motorola (now Google) owned patent US5889737 for a Wrist carried electronic device.
Which disclosed the concept of a watch based mobile electronic device, including the potential for a phone, powered by a battery in the wrist band:
The present invention relates generally to portable electronic devices, and more particularly to a portable electronic device carried on a user's wrist by a wrist band and powered by an electronic storage device in the wrist band...
The device 10 includes an electronic unit 12 intended to be worn, for example, on a user's wrist.... The electronics necessary for making a watch, or for that matter, a portable cellular phone, two-way radio or selective radio receiver, such as a pager, are well known in the art, and may be incorporated into the electronic unit 12.
According to the USPTO website, this patent has the following US patent classification codes:

And these CPC patent codes:

Again when combined, the CPC patent codes appear to describe the Motorola invention reasonably well. But individually they do not.
In fact these codes, just like the US patent codes, describe different aspects or perspectives of each invention. But how can a searcher conducting a search for a similar invention hope to identify all of the relevant patent codes, out of the 260,000 available CPC patent codes? And then take the risk of combining them?
More to the point, if different searchers are conducting apparently similar searches for watch phones, they may have different perspectives. For example, the first searcher might be looking for mounting arrangements for the electronics in phone watches. A second searcher might be looking for evidence that watch phone watches were anticipated in the patent literature. A third searcher might be looking for functional layouts in relation to design patents for watch phones. Framing each search in the light of these different objectives could lead to different perspectives and assumption about which aspects to search for - and therefore the selection of different patent codes to search through as part of their search strategies.
These patent codes in turn may be different to those of prior art patents waiting to be discovered in the patent search because the examiners had other perspectives when they applied these patent codes.
None of these perspectives are 'wrong' per se - but still can potentially lead even diligent searcher astray.
As previously noted, none of these patent codes clearly captures the core objective of the invention, which is to be a 'radio telephone watch'. To some extent this is inevitable, as many patents are designed to disclose new concepts - concepts that were probably not envisaged by the developers of the patent code systems. Accordingly any patent codes systems will always be falling behind compared to the inguinity of inventors who are always coming up with new invention.
As an alternative approach, I have entered the patent number of the Motorola patent into our new patent search engine AmberScope, and identified all of the connected patents. I have tried to identify some common themes in these patents, and colour coded these patents using the user relevancy function in AmberScope.

In this network:
- Blue patents refer to how the main parts of the watch phone electrically connect to the watch band, which may contain a battery or antenna. The Motorola patent is a prime example of this type of watch, as is US4754285 for an Expansion band antenna for a wristwatch application, to Timex . (18 such patents in the network, many of them covering batteries in the wrist band).
- Purple patents refer to general arrangements for radio or phone watches, mostly to do with the structure and layout of the different components. An example of this is US4847818 for a Wristwatch radiotelephone. (14 patents).
- Orange patents refer to other aspects of normal watches, for example US4972394 for a Multipurpose external watch face illuminator. (4 patents).
- Red patents refer to hearing aids, for example US5721783 Hearing aid with wireless remote processor (2 patents)
- Green patents are not strongly relevant to watch phones, for example US7062528 Method and system for identifying a time specific event, filed by Sony (9 patents)
When we consider the subject matter of the Motorola patent, this distribution of patents becomes believable. And this network provides a intuitive overview of the key aspects of the invention.
The other thing to note about this AmberScope network is that the patents displayed will probably have a range of different patent codes that differ from those you started with - so if you still wish to search via patent codes, you can apply these new patent codes into your existing search processes.
2) Second case study - The deceptively complex patent for a cardboard box
In another earlier blog, we discussed an even simpler invention, an improved cardboard box, namely US7000824 for a Carton and carton blank therefor, filed by MeadWestvaco in 2003.

which has the abstract:
A carton and a blank for forming a carton for holding a plurality of articles, for example bottles, comprising a collapsible tubular corner post formed from an extension of a carton side wall. The corner post is adapted to move from a flat collapsed condition when extending outwardly of the carton to be automatically erected by folding the corner post inwardly.
In other words, while the invention on first glance is an easy open carton, the patent is in fact is about about the corner reinforcing for the carton - and this is confirmed borne out by claim one, and some of the images shown in this patent. In fact, only claim 9 of the three independent claims in the granted patent refers to this easy open feature, and only in conjunction with the corner post feature. The role of these corner posts becomes clearer in the image below.
This is a good example of an even apparently simple invention with two distinct aspects.
The USPTO lists the following US patent codes for this invention, in the following order:

Of note, the first listed USPTO code refers to the easy open feature, although some of the above codes refer to the corner feature.
In comparison, the listed CPC codes are:

But how do these patent codes compare to those of the closest prior art? In the last non-final rejection for this patent, dated 17 December 2004, the examiner suggested that the then version of the patent application lacked novelty (s102) in the light of the following patents. I have added the listed CPC codes for these patents, for comparison.

Note the lack of cross-over for the patent codes for the different inventions - including in comparison to the Meadwestvaco patent. All of these CPC codes appear to be right in themselves - but all focus on different aspects of the invention. In this aspect, the increased granularity of the new CPC patent codes may actually count against their usefulness as it could very easy to overly restrict a patent search by not all selecting all of the potential CPC codes for a given invention.
But what does an AmberScope search show?
In the image below, we show all patents directly connected to the MeadWestvaco patent, along the ghost patents (indireclty connected patents that AmberScope suggests might be relevant, and which are faded out slightly, hence the term 'ghost patents)). In addition, I have gone through and colour coded all of these patents depending on the aspects of the MeadWestvaco invention the patents are closest to

- The yellow patent is the MeadWestvaco patent.
- Blue patents disclose cartons that show an easy open feature, for example US4417661 (22 patents shown in network).
- Purple patents disclose cartons that disclose a reinforced corner, for example US4770339 (19 patents).
- Green patents disclose cartons adapted for dispensing beverage cans, for example US4396143 . At one level, the MeadWestvaco patent can be regarded as a dispensing patent (4 patents).
- The two red patents disclose cartons that disclose both reinforced corners and easy open features, just like the Meadwestvaco patent. These patents are FR1501894 and US7784676.
- Orange patents are not relevant to the MeadWestvaco patent.
In other words, a review of the AmberScope network was able to identify from the available citation data that the MeadWestvaco patent had two main aspects, being reinforced corners and easy open features. In this case, AmberScope was able to visualize how patents citationally connected to this patent generally fell into these two different perpectives.
Noted too that MeadWestvaco patent is comparatively recent. This grouping of patents by perspective can in fact be more useful for older patents that have built up a good forward citation history, such as the Motorola patent reviewed above. In this situation, each examiner for the later patent has provided another opinion on the best perspectives for the patent.
The risk of false security
This example suggests another risk of relying on patent codes, namely the risk of false security. A person relying on any specific patent code to find specific subject matter might assume that the relevant prior patents do not exist simply because they are not listed in a nominated patent class. Yet as seen above, it is very possible that relevant patents are found in other patent classes for a variety of reasons.
In contrast, AmberScope encourages you to go beyond any preconceptions on where relevant patents might be found using the More button, which reminds you there are other potential patents out there that could be worth exploring.

In this particular example, taken from the watch phone case study, selecting this 'more' button would bring up 135 new patents not already shown in the displayed patent network - irrespective of patent class.
3) Third case study - Alzheimer's patent codes lost in a crowded patent landscape
In 2012 Griffith Hack and Ambercite published a patent landscaping study of Alzheimer's treatments. This involved a three stage process as shown below:

While we used IPC codes as part of this process, we did not rely on them completely. But having used such a rigorous process to identify the leading 2,153 Alzheimer's patents, what IPC classes did they fall into? We did not publish an IPC patent code distribution with this study, as we already aware of the limitations of using patent codes in patent analysis. But of interest, this distribution will be shown below (only IPC codes are available due to the age of this study).
In fact, even if we just look at the first IPC mark listed with each of these leading 2153 patents, there were 626 unique IPC marks. The table below shows the five most popular first IPC marks for these 2153 patents, along with the ranking of what we thought was the most specific IPC code for Alzheimer's patents.

Again, there is a fair spread of patent codes. None of these codes appear to be 'wrong' - for example, some form of peptide might very well be an important component of a successful Alzheimer's treatment. But these patent codes appear to be assigned from a range of perspectives. This makes searching for patents within a specific patent code quite risky, as you might not fully understand the perspective of the person who assigned these patent codes to the patents you are searching through.
4) AmberScope - how to avoid being lead astray by patent codes
Our innovative new search engine AmberScope does not use patent codes at all in its operation, and so can avoid the risks discussed above.
Instead AmberScope works by the different perspectives of the different examiners working in an area, expressed via their search reports, to form a type of 'meta-search'. Users of AmberScope benefits from adding these 'second opinions' to their own search reports.
And they are second opinions, because we encourage AmberScope users to continue to use their existing search processes (including patent codes where appropriate, as they can be useful providing that you understand their limitations) to find potentially relevant patents - and then to extend these search processes by searching the neighborhood of these patents, as shown below. Extending your searches within AmberScope does not take long - as little as a few minutes in some searches.

By doing so, the risk of being lead astray by patent codes being applied or searched from different perspectives can be greatly reduced.
PS - why can't AmberScope also filter by patent codes?
We have been asked this question a few times by users. In short, a combination of filtering by AmberScope and filter codes will not work. Why? Applying a patent code filter to AmberScope results will filter out too many relevant patents. If you really want to use patent codes, and are prepared to accept all of the limitations discussed in this blog, you are better off using a conventional patent search engine - there are plenty of good search engines out there.
However, as suggested by the image immediately above, another approach could be to apply patent code (and keyword) filtering first using a conventional search engine - and then review the most promising patents in AmberScope.