ものだから as an excuse — is it always making an excuse, or can it be neutral cause-and-effect?

Every example sentence I've seen for ものだから sounds like someone justifying themselves: 「電車が遅れたものだから、遅刻しました」— 'the train was late, that's why I was late.' Is this grammar inherently excuse-flavored, or is that just a coincidence of the textbook examples I keep running into?
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沐學 Mizuru