Parents’ Reactions to Their Child Coming Out: What Memorable Messages Are Conveyed?
Bibliographic record
Abstract
Coming out to one’s parents as LGBTQ+ is a critical milestone, yet research on parental reactions has largely relied on simple accepting-rejecting binaries. This study examined participants’ written memories of their parents’ reactions to their coming out (N = 1026). Reflexive thematic coding identified three broad themes representing negative, neutral, and positive parental reactions, as well as four distinct subtypes of negative parental responses and three subtypes of positive responses. We examined the characteristics of each reaction type, including the memorable messages conveyed to participants, stability versus change over time, and notable outcomes. Some key findings included: 1) Positive parental reactions were as common as negative; 2) all subtypes of reactions applied to all sexual and gender identity groups; 3) different negative subthemes could be “mixed and matched”, whereas positive subthemes formed a continuum from more low-key to more effusive; 4) some negative reactions (e.g., angry/volatile) changed unpredictably over time, whereas others (e.g., avoidant) usually evolved more positively over time, and yet others (e.g., most positive reactions) stayed stable; and 5) angry/volatile reactions were associated with the worst outcomes, but control efforts seemed especially likely to lead to distant/fractured parent/child relationships.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".