Priority areas for boreal songbird conservation in Canada: Results for 128 scenarios based on Zonation conservation planning software
Bibliographic record
Abstract
Priority areas for boreal songbird conservation in Canada: Results for 128 scenarios based on Zonation conservation planning software Published in: Stralberg, D., A. Camfield, M. Carlson, C. Lauzon, N. K. S. Barker, A. Westwood, and F. K. A. Schmiegelow. in press. Strategies for identifying priority areas for songbird conservation in Canada's boreal forest. Avian Conservation and Ecology. Scenarios: ----------------- # Name 1 Representation 2 Representation + Disturbance 3 Representation + BCR Strata 4 Representation + BCR Strata + Disturbance 5 Representation + Forest Birds 6 Representation + Disturbance + Forest Birds 7 Representation + BCR Strata + Forest Birds 8 Representation + BCR Strata + Disturbance + Forest Birds 9 Representation + Conservation Status 10 Representation + Disturbance + Conservation Status 11 Representation + BCR Strata + Conservation Status 12 Representation + BCR Strata + Disturbance + Conservation Status 13 Representation + Forest Birds + Conservation Status 14 Representation + Disturbance + Forest Birds + Conservation Status 15 Representation + BCR Strata + Forest Birds + Conservation Status 16 Representation + BCR Strata + Disturbance + Forest Birds + Conservation Status 17 Representation + Current Uncertainty 18 Representation + Current Uncertainty + Disturbance 19 Representation + Current Uncertainty + BCR Strata 20 Representation + Current Uncertainty + BCR Strata + Disturbance 21 Representation + Current Uncertainty + Forest Birds 22 Representation + Current Uncertainty + Disturbance + Forest Birds 23 Representation + Current Uncertainty + BCR Strata + Forest Birds 24 Representation + Current Uncertainty + BCR Strata + Disturbance + Forest Birds 25 Representation + Current Uncertainty + Conservation Status 26 Representation + Current Uncertainty + Disturbance + Conservation Status 27 Representation + Current Uncertainty + BCR Strata + Conservation Status 28 Representation + Current Uncertainty + BCR Strata + Disturbance + Conservation Status 29 Representation + Current Uncertainty + Forest Birds + Conservation Status 30 Representation + Current Uncertainty + Disturbance + Forest Birds + Conservation Status 31 Representation + Current Uncertainty + BCR Strata + Forest Birds + Conservation Status 32 Representation + Current Uncertainty + BCR Strata + Disturbance + Forest Birds + Conservation Status 33 Representation + Current/Future Uncertainty 34 Representation + Current/Future Uncertainty + Disturbance 35 Representation + Current/Future Uncertainty + BCR Strata 36 Representation + Current/Future Uncertainty + BCR Strata + Disturbance 37 Representation + Current/Future Uncertainty + Forest Birds 38 Representation + Current/Future Uncertainty + Disturbance + Forest Birds 39 Representation + Current/Future Uncertainty + BCR Strata + Forest Birds 40 Representation + Current/Future Uncertainty + BCR Strata + Disturbance + Forest Birds 41 Representation + Current/Future Uncertainty + Conservation Status 42 Representation + Current/Future Uncertainty + Disturbance + Conservation Status 43 Representation + Current/Future Uncertainty + BCR Strata + Conservation Status 44 Representation + Current/Future Uncertainty + BCR Strata + Disturbance + Conservation Status 45 Representation + Current/Future Uncertainty + Forest Birds + Conservation Status 46 Representation + Current/Future Uncertainty + Disturbance + Forest Birds + Conservation Status 47 Representation + Current/Future Uncertainty + BCR Strata + Forest Birds + Conservation Status 48 Representation + Current/Future Uncertainty + BCR Strata + Disturbance + Forest Birds + Conservation Status 49 Representation + Future Uncertainty 50 Representation + Future Uncertainty + Disturbance 51 Representation + Future Uncertainty + BCR Strata 52 Representation + Future Uncertainty + BCR Strata + Disturbance 53 Representation + Future Uncertainty + Forest Birds 54 Representation + Future Uncertainty + Disturbance + Forest Birds 55 Representation + Future Uncertainty + BCR Strata + Forest Birds 56 Representation + Future Uncertainty + BCR Strata + Disturbance + Forest Birds 57 Representation + Future Uncertainty + Conservation Status 58 Representation + Future Uncertainty + Disturbance + Conservation Status 59 Representation + Future Uncertainty + BCR Strata + Conservation Status 60 Representation + Future Uncertainty + BCR Strata + Disturbance + Conservation Status 61 Representation + Future Uncertainty + Forest Birds + Conservation Status 62 Representation + Future Uncertainty + Disturbance + Forest Birds + Conservation Status 63 Representation + Future Uncertainty + BCR Strata + Forest Birds + Conservation Status 64 Representation + Future Uncertainty + BCR Strata + Disturbance + Forest Birds + Conservation Status 65 Diversity 66 Diversity + Disturbance 67 Diversity + BCR Strata 68 Diversity + BCR Strata + Disturbance 69 Diversity + Forest Birds 70 Diversity + Disturbance + Forest Birds 71 Diversity + BCR Strata + Forest Birds 72 Diversity + BCR Strata + Disturbance + Forest Birds 73 Diversity + Conservation Status 74 Diversity + Disturbance + Conservation Status 75 Diversity + BCR Strata + Conservation Status 76 Diversity + BCR Strata + Disturbance + Conservation Status 77 Forest Birds + Conservation Status 78 Disturbance + Forest Birds + Conservation Status 79 BCR Strata + Forest Birds + Conservation Status 80 BCR Strata + Disturbance + Forest Birds + Conservation Status 81 Diversity + Current Uncertainty 82 Diversity + Current Uncertainty + Disturbance 83 Diversity + Current Uncertainty + BCR Strata 84 Diversity + Current Uncertainty + BCR Strata + Disturbance 85 Diversity + Current Uncertainty + Forest Birds 86 Diversity + Current Uncertainty + Disturbance + Forest Birds 87 Diversity + Current Uncertainty + BCR Strata + Forest Birds 88 Diversity + Current Uncertainty + BCR Strata + Disturbance + Forest Birds 89 Diversity + Current Uncertainty + Conservation Status 90 Diversity + Current Uncertainty + Disturbance + Conservation Status 91 Diversity + Current Uncertainty + BCR Strata + Conservation Status 92 Diversity + Current Uncertainty + BCR Strata + Disturbance + Conservation Status 93 Diversity + Current Uncertainty + Forest Birds + Conservation Status 94 Diversity + Current Uncertainty + Disturbance + Forest Birds + Conservation Status 95 Diversity + Current Uncertainty + BCR Strata + Forest Birds + Conservation Status 96 Diversity + Current Uncertainty + BCR Strata + Disturbance + Forest Birds + Conservation Status 97 Diversity + Current/Future Uncertainty 98 Diversity + Current/Future Uncertainty + Disturbance 99 Diversity + Current/Future Uncertainty + BCR Strata 100 Diversity + Current/Future Uncertainty + BCR Strata + Disturbance 101 Diversity + Current/Future Uncertainty + Forest Birds 102 Diversity + Current/Future Uncertainty + Disturbance + Forest Birds 103 Diversity + Current/Future Uncertainty + BCR Strata + Forest Birds 104 Diversity + Current/Future Uncertainty + BCR Strata + Disturbance + Forest Birds 105 Diversity + Current/Future Uncertainty + Conservation Status 106 Diversity + Current/Future Uncertainty + Disturbance + Conservation Status 107 Diversity + Current/Future Uncertainty + BCR Strata + Conservation Status 108 Diversity + Current/Future Uncertainty + BCR Strata + Disturbance + Conservation Status 109 Diversity + Current/Future Uncertainty + Forest Birds + Conservation Status 110 Diversity + Current/Future Uncertainty + Disturbance + Forest Birds + Conservation Status 111 Diversity + Current/Future Uncertainty + BCR Strata + Forest Birds + Conservation Status 112 Diversity + Current/Future Uncertainty + BCR Strata + Disturbance + Forest Birds + Conservation Status 113 Diversity + Future Uncertainty 114 Diversity + Future Uncertainty + Disturbance 115 Diversity + Future Uncertainty + BCR Strata 116 Diversity + Future Uncertainty + BCR Strata + Disturbance 117 Diversity + Future Uncertainty + Forest Birds 118 Diversity + Future Uncertainty + Disturbance + Forest Birds 119 Diversity + Future Uncertainty + BCR Strata + Forest Birds 120 Diversity + Future Uncertainty + BCR Strata + Disturbance + Forest Birds 121 Diversity + Future Uncertainty + Conservation Status 122 Diversity + Future Uncertainty + Disturbance + Conservation Status 123 Diversity + Future Uncertainty + BCR Strata + Conservation Status 124 Diversity + Future Uncertainty + BCR Strata + Disturbance + Conservation Status 125 Diversity + Future Uncertainty + Forest Birds + Conservation Status 126 Diversity + Future Uncertainty + Disturbance + Forest Birds + Conservation Status 127 Diversity + Future Uncertainty + BCR Strata + Forest Birds + Conservation Status 128 Diversity + Future Uncertainty + BCR Strata + Disturbance + Forest Birds + Conservation Status Projection information ------------------- "+proj=lcc +lat_1=49 +lat_2=77 +lat_0=0 +lon_0=-95 +x_0=0 +y_0=0 +ellps=GRS80 +units=m +no_defs" ------------------- Projection LAMBERT Spheroid GRS80 Units METERS Zunits NO Xshift 0.0
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 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) | 0.007 | 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 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".