The Survival of Aboriginal Australians through the Harshest time in Human History: Community Strength
Bibliographic record
Abstract
AbstractIntroduction: Aboriginal People have inhabited the Australian continent since the beginning of time, but archaeologists and anthropologist’s state there is evidence for approx. 51,000 to 71,000 years of continual habitation. During this time, the Australian continent has experienced many environmental and climatic changes i.e. fluctuating temperatures, ice ages, fluctuating CO2 levels, extremely high dust levels, high ice volume, high winds, large scale bush fires, glacial movement, low rain fall, extreme arid conditions, limited plant growth, evaporation of fresh water lakes, and dramatic sea level fluctuations, which have contributed to mass animal extinction.Method: The skeletal remains of Aboriginal Australians were examined for evidence of bone spurring at the calcaneus, which may be indicative of fast running which would assist survival. The skull and mandible bones were examined for signs evolutional traits related to survival. Aboriginal culture, knowledge of medical treatment and traditional medicines were also investigated. Discussion: Oral story telling of factual events, past down unchanged for millennia contributed to survival. Aboriginal Australians had to seek refuge, and abandon 80% of the continent. Physical ability and athleticism was paramount to survival. There is evidence of cannibalism by many Aboriginal Australian tribes contributing to survival. The Kaurna People exhibited evolutionary facial features that would have assisted survival. Kaurna People had excellent knowledge of medicine and the capacity to heal their community members.Conclusion: The Australian continent has experienced many environmental and climatic changes over the millennia. Navigating these extremely harsh, rapidly changing conditions is an incredible story of survival of Aboriginal Australians. The findings of this investigation suggest that Aboriginal Australians survival methods were complex and multi-faceted. Although this paper could not examine every survival method, perhaps Aboriginal Peoples knowledge of flora and fauna, for nourishment and medicine, was paramount to their survival.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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".