FLASHCARDS! Look in the Margins

Gabrielle Birchak/ February 27, 2026/ FLASHCARDS/ 0 comments

Today’s flash­card ties into Tuesday’s episode, which looked at many black women inven­tors whose recog­ni­tion was pushed to the mar­gins and even erased. How did researchers find those women? Deep research. And this episode is about read­ing with depth and deter­mi­na­tion to find the accu­rate sources behind the suc­cess sto­ries. The pat­tern is not only that black female inven­tors were over­looked; it is also the way in which the over­look­ing occurs. As we head into Women’s His­to­ry Month, keep this flash­card handy, because check­ing the mar­gins can change the entire sto­ry. But first, a quick word from my advertisers.

A lot of sci­en­tif­ic “great name” sto­ries were built the way books are con­struct­ed. The head­line name appears in the main text. The care­ful labor, the dai­ly deci­sions, and some­times the deci­sive insight can live in the mar­gins, in the acknowl­edg­ments, in the meth­ods, and in lab notebooks.

This flash­card is about learn­ing how to see the scaf­fold­ing that holds dis­cov­ery up. When I do my research, I like to ques­tion my find­ings. So I want to share three tools with you that you can use as well when you read a suc­cess sto­ry, hear it in a pod­cast, read it in an arti­cle, or see it in a documentary.

Flashcard One: Who touched the evidence first?

When you hear a dis­cov­ery sto­ry, look for the tan­gi­ble out­liers. Ask who gath­ered the data, who ran the appa­ra­tus, who built the instru­ment, who cod­ed the pipeline, or who kept the notebook.

Sci­ence is made of hands and habits. In those moments of dis­cov­ery, some­one aligns the mir­ror, some­one recal­i­brates the sen­sor, some­one labels the sam­ples, or some­one notices the anom­aly on the third page of a print­out when every­one else has already gone home.

Here is the sim­ple rule. The more a sto­ry sounds like a light­ning bolt, the more we should look for the peo­ple who were patient­ly hold­ing the storm in place.

Very often, the over­looked con­trib­u­tor is not a stranger to the work. The over­looked con­trib­u­tor is a grad­u­ate stu­dent, a lab assis­tant, a tech­ni­cian, a “com­put­er,” a spouse-col­lab­o­ra­tor, or a coau­thor whose name is not the one the pub­lic learned.

When you ask who touched the evi­dence first, you are learn­ing where dis­cov­ery actu­al­ly begins.

Flashcard Two: Where is the work recorded?

Ask where the real sto­ry lives if you fol­low the doc­u­men­ta­tion and ask what would change if you looked at the records instead of the sum­ma­ry. You do not have to become an archivist to do this. Remem­ber that pub­lic sto­ries are usu­al­ly final drafts, and final drafts are always sim­pli­fied, some­times for name recog­ni­tion and some­times for fund­ing. Here are a few prac­ti­cal places where the “mar­gin sto­ry” often shows up.

Look at the author list, and notice who is the first and last author, and who is in the mid­dle. Addi­tion­al­ly, look for pat­terns, like who appears across mul­ti­ple papers with­out becom­ing the pub­lic face of the work.

Alter­na­tive­ly, read the acknowl­edg­ments, because that is often where invis­i­ble labor becomes briefly vis­i­ble. Take spe­cial note of sen­tences that start with “We thank,” because they some­times point to the peo­ple who did essen­tial work with­out receiv­ing for­mal credit.

Sim­i­lar­ly, read the meth­od­s­sec­tion, where the choic­es live. Meth­ods tell you who had skill, who solved prac­ti­cal prob­lems, and who under­stood the messy real­i­ty behind the clean results.

If lab note­books and cor­re­spon­dence are pub­licly avail­able, search them. These tan­gi­ble doc­u­ments show how deci­sions were made in real time, show who was present, and who car­ried the work for­ward when it became difficult.

Final­ly, the patent record shows when the sto­ry involves a device, a process, or a tech­nique. Patents can reveal who was legal­ly cred­it­ed, who was mis­named, and who was omitted.

If you are using a book as a source, go to the acknowl­edg­ment sec­tion. If you are ref­er­enc­ing a paper, search for the word “thank,” and then read that sec­tion with care. This process takes sec­onds, and it trains your eyes toward the margins.

Final­ly, check the cita­tions. When you Google an inven­tion, a the­o­ry, or a body of research, it often shows up on Wikipedia, where you can find more cita­tions. Dig deep through those cita­tions and read through those that are ref­er­enced. And don’t just stop there. Often­times, those are gen­er­al ref­er­ences that can lead you to anoth­er source that was the pri­ma­ry source of that work. Case in point, when I was research­ing the his­to­ry of Hypa­tia, I kept com­ing across oth­er works that often cit­ed A. Rome. And I found that not many researchers had tak­en the time to do any deep­er research to find out who A. Rome was? So I took that a step fur­ther and start­ed look­ing for work on Hypa­tia that includ­ed the cita­tion ‘Rome’. It turns out that much of the work his­to­ri­ans cite for Hypa­tia comes from a cler­gy­man named Adolphe Rome, as well as from his suc­ces­sors, Joseph Mogenet and Anne Tihon. I wrote a blog about Adolphe Rome, and I will be doing a pod­cast next Tues­day on this incred­i­ble indi­vid­ual. So, hit sub­scribe and stay tuned for my lit­tle side-quest before I ful­ly kick off Women’s His­to­ry Month in March.
As a side note, I had the hon­or to com­mu­ni­cate via e‑mail with Dr. Tihone in France while I was work­ing on my book, Hypa­tia: The Sum of Her Life. And I’m proud to say that much of my research goes deep because I took the time to keep dig­ging. So, when you want to find out whose brain was behind much of the research that you are inquir­ing about, don’t just trust the first cita­tion you find. Dig through those sources because you might find a source that no one else did.

Flashcard Three: Who benefited when the story stayed simple?

This is the ques­tion that keeps the oth­er two ques­tions honest.

You can ask who gained sta­tus, fund­ing, pro­mo­tions, invi­ta­tions, and his­tor­i­cal immor­tal­i­ty when the cred­it became tidy. You can also ask who became “sup­port” in the sto­ry, even when they were cen­tral to the work.

Cred­it is not only a com­pli­ment; it is also a cur­ren­cy. Cred­it helps deter­mine who gets grants, who gets lab space, who gets stu­dents, who gets cit­ed, and who gets remembered.

Once a name becomes the name, that name tends to attract even more cred­it. The issue is not only bias in a sin­gle moment. The prob­lem is also the way rep­u­ta­tion com­pounds over time. This is one rea­son why the era­sure of bril­liance can per­sist across generations.

How­ev­er, con­sid­er this: not every omis­sion is a vil­lain sto­ry. Archives can be incom­plete. Insti­tu­tions can be care­less with records. Acts of nature, like fires or floods, or acts of man, like war, can inad­ver­tent­ly destroy a sin­gle source. A person’s role can be described in lan­guage that hides their exper­tise. And, for many female sci­en­tists, his­to­ri­ans, jour­nal­ists, and authors, a con­trib­u­tor can be treat­ed as “help” even when their involve­ment requires absolute intel­lec­tu­al authority.

Invis­i­bil­i­ty has pat­terns, and his­to­ry con­tains many of them.

This mat­ters for Black His­to­ry and Women’s His­to­ry Months because many women were not absent from dis­cov­ery, but they were absent from the cita­tions. Many women were present, work­ing, cal­cu­lat­ing, build­ing, mea­sur­ing, draft­ing, test­ing, and refin­ing. At the same time, some­one else became the offi­cial face of the story.

When you learn to read the mar­gins, you start to notice that progress is rarely a solo act. Progress is usu­al­ly a net­work of peo­ple mak­ing one anoth­er possible.

So, if you want to give these flash­cards a go, pick one sci­en­tif­ic sto­ry you already know, choose a sto­ry that feels com­plete and neat­ly pack­aged, or choose a famous exper­i­ment, a major inven­tion, a cel­e­brat­ed the­o­ry, or a prize-win­ning moment.

You might not find a scan­dal. You might find some­thing qui­eter and more inter­est­ing: the net­work of peo­ple behind the headline.

If you find a name you have nev­er heard before, write it down, and then dig deep­er through the cita­tions. Remind your­self that his­to­ry is not only what hap­pened, but who was remem­bered and who was forgotten.

As for Tuesday’s episode on Black Female Inven­tors, the pat­tern is not just that women were over­looked. The pat­tern is how the over­look­ing hap­pens. So, as we head into Women’s His­to­ry Month, keep this flash­card handy, and keep check­ing the mar­gins, because the sto­ry will change! It real­ly will! Until next time, carpe diem!

Gabrielle

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