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.
Bibliographic record
Abstract
Foreword by Paul Hawken. Foreword to the First Edition by Ray C. Anderson. Preface. Acknowledgments. Chapter 1: Introduction. Overview. Economics. Process. The New Design Process: Ten Key Steps. Postoccupancy Evaluation. Chapter 2: Process Guidance. Cross-Reference LEED-NC Version 2.2 to Related Project Actions. Step 1. Project Definition. Checklist. Project Actions. Step 2. Team Building. Checklist. Project Actions. Step 3. Education and Goal Setting. Checklist. Project Actions. Step 4. Site Evaluation. Checklist. Project Actions. Step 5. Baseline Analysis. Checklist. Project Actions. Step 6. Design Concept. Checklist. Project Actions. Step 7. Design Optimization. Checklist. Project Actions. Step 8. Documents and Specifications. Checklist. Project Actions. Step 9. Bidding and Construction. Checklist. Project Actions. Step 10. Postoccupancy. Checklist. Project Actions. Chapter 3: Considerations by Building Type. Airports. Commercial Interiors. Convention Centers. Detention and Correctional Facilities. Health Care Facilities. Laboratories. Museums. Office Buildings. Chapter 4: Case Studies. 40 Grosvenor Place, London, England, United Kingdom. 55 Ninth Street-State Fund Headquarters Expansion, San Francisco, California. Edificio Malecon, Buenos Aires, Argentina. Government of Canada Building, Charlottetown, Prince Edward Island, Canada. JohnsonDiversey Global Headquarters, Racine, Wisconsin. National Wildlife Federation New Headquarters Office Building, Reston, Virginia. U.S. Environmental Protection Agency, Environmental Research Center, Research Triangle Park, North Carolina. Winrock International Global Headquarters, Little Rock, Arkansas. World Resources Institute, Headquarters Office Interiors, Washington, D.C. Emory University Whitehead Biomedical Research Building, Atlanta, Georgia. San Mateo County Sheriff's Forensic Laboratory and Coroner's Office, San Mateo, California. University ofWisconsin, Green Bay, Mary Ann Cofrin Hall, Green Bay,Wisconsin. Missouri Historical Society, Emerson Electric Center, St. Louis, Missouri. Alfred A. Arraj United States Courthouse, Denver, Colorado. Santa Clarita Transit Maintenance Facility, Santa Clarita, California. Telstra Stadium (formerly Stadium Australia), Homebush Bay, Sydney, Australia. Lavasa Master Plan, Mose Valley (Pune), Maharashtra, India. Villa Erques Eco-Resort, Tenerife, Canary Islands. Glossary. Top Sustainable Design Internet Resources. Sustainable Design Resources in Print. Index.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 it