Idaho National Laboratory Site Environmental Surveillance Program: Fourth Quarter 2022
Bibliographic record
Abstract
Result ± 1s Uncertainty Result ± 1s Uncertainty (x 10 -15 μCi/mL) (x 10 -11 Bq/mL) 11/02/22 -8.36 ± 126.63 -30.94 ± 468.53No 11/09/22 ± 132.53 ± 490.36No 11/15/22 -39.78 ± 138.31 -147.18 ± 511.75No 11/22/22 90.36 ± 102.31 334.34 ± 378.55No 11/29/22 -15.41 ± 127.95 -57.01 ± 473.42No 12/06/22 5.03 ± 128.44 18.61 ± 475.23No 12/13/22 125.91 ± 124.92 465.87 ± 462.20 No 12/20/22 -128.17 ± 131.58 -474.23 ± 486.85No IRC 10/05/22 -21.40 ± 131.08 -79.17 ± 485.00No 10/12/22 -38.24 ± 114.85 -141.49± 424.95No 10/19/22 12.53 ± 137.74 46.35 ± 509.64No 10/26/22 -51.00 ± 121.20 -188.69 ± 448.44No 11/02/22 -101.25 ± 144.75 -374.63 ± 535.58No 11/09/22 -70.12 ± 116.85 -259.45 ± 432.35No 11/15/22 -5.99 ± 152.56 -22.16 ± 564.47No 11/22/22 74.47 ± 135.75 275.55 ± 502.28No 11/29/22 148.66 ± 509.10 550.04 ± 1883.67No 12/06/22 -26.47 ± 125.72 -97.92 ± 465.16No 12/13/22 142.33 ± 118.02 526.62 ± 436.67No 12/20/22 7.80 ± 134.05 28.87 ± 495.99No IRC (NORTH) 10/05/22 -99.62 ± 130.94 -368.58 ± 484.48No 10/12/22 -29.16 ± 126.69 -107.89 ± 468.75No 10/19/22 81.61 ± 125.30 301.96 ± 463.61No 10/26/22 16.78 ± 124.36 62.07 ± 460.13No 11/02/22 34.73 ± 143.09 128.52 ± 529.43No 11/09/22 57.20 ± 112.27 211.62 ± 415.40No 11/15/22 -139.49± 168.33 -516.11± 622.82No 11/22/22 55.68 ± 101.17 206.01 ± 374.33No 11/29/22 -132.89 ± 135.57-491.69 ± 501.61No 12/06/22 36.21 ± 95.56 133.98 ± 353.56No 12/13/22 -174.39 ± 149.22 -645.24 ± 552.11No 12/20/22 33.99 ± 146.31 125.75 ± 541.35No JACKSON, WY 10/05/22 1.28 ± 1.32 4.74 ± 4.88 No 10/12/22 0.95 ± 1.72 3.50 ± 6.36 No 10/19/22 -0.78 ± 1.35 -2.89 ± 5.00 No 10/26/22 -3.39 ± 1.90 -12.54 ± 7.03 No 11/02/22 -1.01 ± 1.72 -3.74 ± 6.36 No 11/09/22 -0.88 ± 1.74 -3.24 ± 6.44 No 11/22/22 -1.22 ± 1.66 -4.51 ± 6.14 No 11/22/22 -1.52 ± 1.25 -5.62 ± 4.63 No 11/29/22 -2.30 ± 2.03 -8.51 ± 7.51 No 12/06/22 -1.65 ± 1.91 -6.11 ± 7.07 No 12/13/22 0.96 ± 1.32 3.54 ± 4.88 No 12/20/22 -1.21 ± 1.64 -4.48 ± 6.07 No SUGAR CITY 10/05/22 -108.25 ± 148.51 -400.53 ± 549.49No 10/12/22 1.30 ± 128.47 4.83 ± 475.34No 10/19/22 -38.61 ± 137.66 -142.85 ± 509.34No 10/26/22 -6.85 ± 113.64 -25.36 ± 420.47No 11/02/22 -87.13 ± 136.19 -322.38 ± 503.90No 11/09/22 -18.05 ± 120.02 -66.79 ± 444.07No Table C-2.Weekly iodine-131 activity in air.Sampling Group Sampling and Location Date Result > 3s Result ± 1s Uncertainty Result ± 1s Uncertainty (x 10 -15 μCi/mL) (x 10 -11 Bq/mL) 11/22/22 -148.08 ± 126.36 -547.90 ± 467.53No 11/29/22 -20.91 ± 113.42 -77.35 ± 419.65 No 12/06/22 -61.94 ± 124.93 -229.19 ± 462.24No 12/13/22 1.65 ± 100.96 6.10 ± 373.55No 12/20/22 -50.13 ± 140.76 -185.46 ± 520.81No GATE 4 10/05/22 116.87 ± 136.36 432.42 ± 504.53No 10/12/22 -89.90 ± 151.86 -332.62 ± 561.88No 10/19/22 -163.23 ± 116.32 -603.95 ± 430.38No 10/26/22 42.16 ± 144.36 155.99 ± 534.13No 11/02/22 -168.33 ± 136.08 -622.82 ± 503.50No 11/09/22 -83.84 ± 124.46 -310.22 ± 460.50No 11/15/22 133.40 ± 157.12 493.58 ± 581.34No 11/22/22 -6.56 ± 105.84 -24.29 ± 391.61No 11/29/22 -227.19 ± 140.60 -840.60 ± 520.22No 12/06/22 98.62 ± 123.95 364.88 ± 458.62No 12/13/22 -15.40 ± 134.79 -56.98 ± 498.72No 12/20/22 339.91 ± 200.08 1257.67 ± 740.30No HIGHWAY 26 REST 10/05/22 -3.41 ± 147.96 -12.61 ± 547.45No AREA 10/12/22 -165.09± 143.03 -610.83 ± 529.21No 10/19/22 -32.28 ± 157.44 -119.45 ± 582.53No 10/26/22 -82.01 ± 139.16 -303.42 ± 514.89No 11/02/22 -170.06 ± 145.61 -629.22 ± 538.76No 11/09/22 115.82 ± 129.32 428.53 ± 478.48No 11/15/22 3.16 ± 155.15 11.70 ± 574.06No 11/22/22 -79.76 ± 130.37 -295.10 ± 482.37No 11/29/22 -1.30 ± 112.59 -4.81 ± 416.58No 12/06/22 17.55 ± 124.11 64.93 ± 459.21No 12/13/22 -4.66 ± 118.04 -17.23 ± 436.75No 12/20/22 -2.70 ± 93.33 -10.00 ± 345.34No INTEC (NE CORNER) 10/05/22 -7.87 ± 121.18 -29.11 ± 448.37No 10/12/22 -27.42 ± 129.76 -101.45 ± 480.11No 10/19/22 2.38 ± 134.38 8.80 ± 497.21No 10/26/22 -205.74 ± 147.40 -761.24 ± 545.38No 11/02/22 3.69 ± 116.19 13.64 ± 429.90No 11/09/22 -10.03 ± 122.52 -37.11 ± 453.32No 11/15/22 -70.15 ± 135.14 -259.57± 500.02No 11/22/22 40.60 ± 124.57150.23 ± 460.91No 11/29/22 -48.10 ± 120.53 -177.96± 445.96No 12/06/22 49.98 ± 134.39 184.93 ± 497.24No 12/13/22 -5.71 ± 132.96 -21.12 ± 491.95No 12/20/22 -216.12 ± 139.02 -799.64 ± 514.37No INTEC (WEST SIDE) 10/05/22 -35.53 ± 130.51 -131.47 ± 482.89No 10/12/22 -128.04 ± 130.85 -473.75 ± 484.15No 10/19/22 -169.32 ± 147.90 -626.48 ± 547.23No 10/26/22 -106.14 ± 145.45 -392.72 ± 538.17No 11/02/22 -2.95 ± 139.13 -10.92 ± 514.78No 11/09/22 -202.78 ± 138.29 -750.29 ± 511.67No 11/15/22 8.38 ± 101.69 30.99 ± 376.25 No 11/22/22 79.87 ± 145.40 295.53 ± 537.98
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.122 | 0.103 |
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".