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Record W2917985107

The Bella Bella Prehistory Project

2017· article· en· W2917985107 on OpenAlex
James J. Hester

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueSFU Archaeology Press · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicPleistocene-Era Hominins and Archaeology
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsBELLAPrehistoryGeographyShoreArchaeologyExcavationVegetation (pathology)Fishery
DOInot available

Abstract

fetched live from OpenAlex

When I first became interested in Northwest Coast archaeology a review of the literature revealed that no other major culture area of North America was so poorly known archaeologically. At the same time the ethnographic cultures of the region had been intensively studied and the opportunity to use the direct historic approach seemed promising. The selection of the Bella Bella' region as the focus of studies came about through discussion and correspondence with other archaeologists working on the coast. The National Museum of Canada had ongoing research on the Queen Charlotte Islands and the Skeena river mouth. Simon Fraser University was initiating research in the Bella Coola region. The geographically intermediate and archaeologically little known Bella Bella region seemed an obvious choice. Research was initiated during June of 1968. This preliminary season was devoted to exploratory efforts as a guide to future research. At the inception of the work, none of the researchers had prior experience in the area, nor much experience in the survey and excavation of shell middens, consequently during the first week of the season we initiated a survey to locate prehistoric sites. Our first efforts consisted of motoring along the shoreline looking for any obvious remains or unusual topographic or vegetational features. We would then go ashore to examine likely areas. We also examined other areas selected at random to learn if we were overlooking any sites. The dense vegetation combined with the steepness of the shoreline quickly convinced us that more efficient survey methods had to be developed. We were recording less than one site per day, yet were expending great amounts of energy. We therefore began a systematic program of interviewing residents about the location of sites. Many local people knew the locations of pictographs and petroglyphs; but their knowledge of midden locations was less precise. One man in particular, Willie Gladstone, of the Bella Bella band, at that time 82 years old, proved to be a mine of information. He provided us with more than fifty site locations, and marked our navigational charts with additional comments regarding site type and distinctive features. We then proceeded to visit and record each location. At the conclusion of the field season we had recorded 51 sites and had yet to investigate an additional 31 sites reported by local residents. Additional efforts during 1968 included test excavations at Namu and Kisameet. The survey (Fig. 1) from its inception in 1968 has been directed by J. Anthony Pomeroy who is preparing a separate report on this aspect of our project.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.910
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0060.013
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.047
GPT teacher head0.340
Teacher spread0.293 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it