An Icy Layer of Isolation: Prince Edward Island’s Sea-Bound Particularity
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
1 The1 types1 and1 degrees1 of1 insularity1 experienced1 in1 islands1 provide1 considerable1 material1 for1 academics.1 In1 the1 case1 of1 Prince1 Edward1 Island1 (PEI),1 being1 an1 Island1combined1with1the1isolation1caused1by1sea1ice1covering1the1waters1around1PEI,1has1 impacted1Islanders'1sense1of1relative1insularity.1Even1after1the1construction1of1a1fixed1link1 to1 the1 mainland,1 Islanders1 continue1 to1 relish1 in1 a1 sense1 of1 distinctiveness1 linked1 to1 their1 Island1condition.11Since1European1settlement,1PEI's1sea1ice1barrier1has1periodically1cut1off1 channels1of1communication1and1transportation1resulting1in1many1societal1effects.1As1ocean1 temperatures1rise1due1to1Climate1Change,1ice1conditions1are1changing,1bringing1with1them1 increased1coastal1erosion1and1other1effects.11This1article1investigates1PEI's1relationship1with1 its1frozen1sea:bound1particularity.11Drawing1upon1the1Island's1history,1culture,1and1climate1 data,1as1well1as1from1the1field1of1Island1Studies,1the1article1asks1the1question:1how1has1this1 'icy1 layer1 of1 isolation'1 affected1 Islanders'1 sense1 of1 place1 over1 time?1 And1 what1 are1 the1 potential1implications1of1the1effects1of1Climate1Change1for1PEI?111 " "
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it