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Record W2160871476 · doi:10.1144/1467-7873/03-053

Groundwater geochemistry and exploration methods: Myra Falls volcanogenic massive-sulphide deposits, Vancouver Island, British Columbia, Canada

2004· article· en· W2160871476 on OpenAlex

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

VenueGeochemistry Exploration Environment Analysis · 2004
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsUniversity of OttawaManitoba Hydro
Fundersnot available
KeywordsGeologyGroundwaterGeochemistryArchaeologyOceanographyGeographyGeotechnical engineering

Abstract

fetched live from OpenAlex

The Myra Falls Price deposit is a zinc-rich volcanogenic massive-sulphide ore-body located in a mountainous region of central Vancouver Island, British Columbia. High rainfall and steep hydraulic gradients limit the water–mineral contact, which results in a low solute load in the oxygenated groundwater. Despite this, significant element contrasts exist that permit the development of groundwater geochemical methods for exploration. Zinc displays the strongest and most reliable anomaly contrasts in groundwaters associated with mineralization related to the Price deposit. Statistical procedures are used to differentiate two overlapping subpopulations of Zn concentrations, which are partitioned into two constituent populations. A threshold value of 20 μg/l was established, which includes an uncertainty that allows up to 10% of the background population being defined as anomalous. Zn anomalies can be further enhanced with a suite of pathfinder elements associated with primary mineralization and hydrothermal alteration, including Cu, Pb, Cd, Mn, As, Sb, Ba and U. In addition to massive-sulphide mineralization, sulphides also exist as clasts within a breccia unit designated as the ore-clast breccia (OCB). Effective discrimination is possible between anomalies in groundwaters associated with massive-sulphide mineralization and groundwaters associated with OCB through the use of elements associated with primary mineralization and hydrothermal alteration such as K, Rb, B, Ba, Cd, Sb, U and barite saturation, which are elevated in groundwaters associated with massive-sulphide mineralization but not the OCB. Groundwater geochemical exploration methods offer a supplemental tool to exploration of Zn-rich massive-sulphide deposits where existing infrastructure, exploration drifts and drill holes are present.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.811
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.009
GPT teacher head0.196
Teacher spread0.187 · 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