A measurement method for U-Th-Sm/He dating of apatite by laser ablation
Bibliographic record
Abstract
Thermochronology is a useful tool for dating thermal evolution of rocks in the upper crust. Thermochronometers have the ability to record the cooling of a rock through varying temperature windows. The apatite U-Th/He system is one of the low-temperature thermochronological systems that records cooling temperatures from 45-80°C. Apatite U-Th/He dating is conventionally done through whole grain analysis, where grains are picked and measured and then packed into Nb capsules which are heated in a vacuum to extract and measure the 4He content. Grains are subsequently dissolved and their U, Th, and Sm concentrations are measured by solution ICP-MS. This study addresses a new method of U-Th/He dating using apatite by laser ablation. In the laser ablation method grains are mounted in a vacuum stable medium and then ablated using a laser in a vacuum cell. The laser ablation method has several advantages over whole-grain measurements that limit bias from the grain selection process and improve analytical efficiency. An independently characterised megacryst of Durango apatite is used as a calibration material for the new laser ablation method. The megacryst was characterised at the University of Calgary and the University of Colorado Boulder by conventional whole-grain dating. The analysis yields an age of 32.56 ± 0.34 Ma. The measured age compares well to published ages for Durango apatite. I present here a new method of laser ablation U-Th/He on apatite. The method generally follows previously published laser ablation methodologies for zircon, monazite and titanite with modifications suited for apatite. Grains were mounted using a heated platen press, which pressed samples into FEP bonded to an aluminum backing plate. Samples were loaded into an ultra high vacuum chamber and ablated using a excimer laser and the liberated 4He is measured using an quadrupole mass spectrometer system. The ablated sites were imaged using an optical profilometer and ablated pit volume measured using PitVol, a custom MatLabTM algorithm. After the pit volume measurement, U, Th and Sm concentrations were measured by laser ablation ICP-MS and the U-Th-Sm/He date calculated. The method presented was validated using the characterized Durango apatite megacryst and Fish Canyon Tuff (FCT) apatite reference materials. Weighted average of Durango dates (32.50±0.32 Ma) compare well with conventional whole grain methods for chips of the same Durango crystal. Systematic errors in the method are expected, particularly in the pit measurement and U, Th, Sm measurement to which correction (κ-value) was applied. These Durango dates were used to produce a ҡ-value to correct the secondary reference material and unknown samples. After correction, FCT apatite yields a weighted average age of 28.37 ± 0.96 Ma, which agrees well with published data.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".