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  “Not gatekeeping in the problematic sense” Problematic Here means: potentially unfair, biased, unjustified, discriminatory, or improperly exclusionary. Sense Here means: the particular meaning or way in which we are using the term. So: “Not gatekeeping in the problematic sense” means: The filtering may technically be gatekeeping, but it isn't necessarily improper or unjustified gatekeeping . For example: A journal rejects a paper because its central evidence is fabricated. That is a gatekeeping decision in the broad sense. But it is not necessarily problematic.
  Ignores major counterevidence Suppose ten documents support: Interpretation A. but five highly important documents contradict it. If the researcher discusses only the ten supporting documents and ignores the five major contrary ones, the argument is weakened because relevant counterevidence has been excluded.
  Uses an inappropriate method Suppose the question is: “What did Lincoln's political language mean in 1863?” but the researcher uses only: a modern opinion poll. That method cannot directly recover the historical meaning of Lincoln's language.
  Misunderstands primary sources Suppose a letter says: “I oppose slavery.” The scholar interprets it as: “Lincoln wanted immediate racial equality in every social and political respect.” That may be an unjustified interpretation of the source. The problem isn't merely insufficient evidence; it is incorrect interpretation of the evidence .
  Provides almost no evidence The scholar makes the claim but supplies very little supporting evidence. Example: “Lincoln opposed slavery because he had a childhood experience.” But gives: no letters, speeches, documents or corroborating evidence. The evidentiary basis is weak.
   “Lincoln's actions were caused entirely by one obscure factor.” This means: The person claims that one relatively little-known factor is the complete explanation for Lincoln's actions . The word “entirely” is crucial. It excludes other causes. For example, suppose someone argues: “Lincoln's entire Civil War policy was caused by his personal relationship with Person X.” That is an extremely strong claim. You would need extraordinary evidence because Lincoln's actions may also have involved: slavery; constitutional questions; military circumstances; political pressures; public opinion; elections; Union preservation; economic considerations.
  “Objectively superior” vs “subjectively superior” Objectively superior Means: superior according to criteria that do not depend merely on an individual's personal preference. Example: Suppose Method A produces reproducible results while Method B produces results that cannot be replicated under the same conditions. For a research question requiring reproducibility, there may be an objectively defensible reason to prefer A. Subjectively superior Means: regarded as better because of someone's preference, values or taste. For example: “I prefer textual analysis because I find it more intellectually satisfying.” That's subjective. But subjective does not mean irrational . Someone can have a reasoned preference. For example: “I value historical interpretation more than prediction.” That is a value judgment. So there are things that can be: objectively better for a particular purpose; subjectively preferred; both objectively defensible and subjec...