Bibliographic record
Abstract
Activist history of US libraries, 295 Adult & Youth Social Justice Partnership, 78-79 Affordable housing, 230 African American woman, 51 Agder County, 143 Agenda for Sustainable Development (2030), 2, 139, 154, 173 Aging in place, 154 Aging with public libraries, 154-155 Agriculture, 70 Akron-Summit County Public Library, 286 ALA Special Task Force on Sustainability, 75 ALU LIKE, Inc., 39, 44, 47 ALU LIKE/The Native Hawaiian Library, 39, 46 Alzheimer's Poetry Project (APP), 290 American librarianship, 40-41 American Library Association (ALA), 28, 107, 166, 176, 178, 206, 250, 295 ALA-accredited LIS Program, 40 Council, 75 American Medical Association, 220 American public libraries, 295 Anglo-centric American model of librarianship, 40 Anglo-centric LIS framework, 39, 41 Anglo-centric public library system (HSPLS), 42 Anti-Black racism, 92-93 in Canada, 93-94 Anti-racism anti-black racism in Canada, 93-94 community partnerships, 97-98 INDEX Backbone support organizations, 2, 277 Backpack library, 146 Baltimore County, 23 Public Library, 206 Baltimore-based MVLS, 24 Baramsup Library about BPL, 186-188 case study methodology, 188 findings, 188-191 with global communities, 192-193 Baramsup Nature School program, 194 Baramsup Picturebook Library (BPL), 186-188, 193 Batik painting technique, 64 Beyond Identities Community Center, 108 Bias-fraught services, 98 Bibliothek der Heimaten (see Asylothek in West Berlin) Bill & Melinda Gates Foundation, 61, 67 Black Chamber of Commerce, 98 Black children and youth, 94 Black communities, 92, 94, 96-100, 295 black community-based organizations, 100 Black Community Centre, 95-97 Black Community Public Library, 87, 89, 92-93, 95-97, 99-101, 223-224 Black experiences in Canada, 92 Black Lives Matter movement, 92 Black renaissance, 95 Black young people, 93 Black Youth Action Plan (BYAP), 97 Black-centered programs, 98 Black-led programs, 98 Black-led services, 92 Black-centered collections, 92 Black-centered services, 92 Blount County, 222 Blount County Public Library, The (BCPL), 222 Blount County Recovery Court Life Skills Curriculum, 222-223 Board members, 95 Book culture, 168 Book Year, 145 Bridge, library as, 300-301 Brooklyn Public Library (BPL), 274, 299-300 Bukit Panjang Public Library, The, 211 Call to Action, The, 226 Canada anti-black racism in, 93-94 Anti-Racism Strategy, 94 Black Community Public Library, 92 Information Highway Advisory Council, 204 Canadian public libraries, 101 Capitalist economic systems, 181 Caplan Foundation, 126 Caregivers, 130-131 Center for Racial and Ethnic Equity in Health and Society (CREEHS), 209 Centers for Disease Control and Prevention (CDC), 208 Centers for Disease Control's National Center for Health and Statistics, 220 Central African Republic (CAR), 296 Certification process, 81 Chamber of Commerce, 257 Chicago Housing Authority, 277 Chicago Public Library, 277 Children ecological sensitivity, empowering, 190-191 education, 126, 128-129 environmental science education literature, 191 exercise, 146-147 Citizenship, 294 Citizenship Act of 2021, 294 Civic commons, 166 Civic-based groups, 257 Civil Legal Justice project, 21
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.013 | 0.009 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.783 | 0.816 |
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".