Bibliographic record
Abstract
Release Notes - v2025.10.04 This release focuses on significant refactoring of the validation framework, correction of numerical integration and convergence checks, and major updates to the soliton validation paper. It also includes a large effort to verify and correct bibliographic references. Key Changes: Validation Framework: Refactored and updated the validation framework and reports. Corrected numerical integration and convergence checks. Added an interactive validation notebook for enhanced user experience. Soliton Validation Paper: Updated title and abstract for improved clarity. Aligned the paper with computational work and validated HTS models. Replaced fabricated citations with verified references. Enhanced bibliography with detailed literature identification and critical appraisal. REBCO HTS Coil Optimization Paper: Updated title and abstract for clarity. Enhanced critical current density model. Included AC loss calculations in thermal simulation. Corrected and verified bibliographic references. Project Infrastructure: Removed CI/CD pipeline in favor of manual testing. Organized all Python scripts from the project root into appropriate subdirectories. Resolved various import errors and improved dependency management. Updated README with improved setup and installation instructions. Commits: d54df00 2025-10-04 refactor: Remove unnecessary settings from workspace configuration (Arcticoder) df1e6cb 2025-10-04 Update documentation and validation framework (Arcticoder) cdc6f70 2025-10-04 feat: Update validation framework and reports (Arcticoder) 47f2f58 2025-10-04 fix: Correct numerical integration and convergence checks in validation framework; update references in soliton validation paper (Arcticoder) 578d721 2025-10-03 feat: Add interactive validation notebook for enhanced user experience and result verification (Arcticoder) 5fac5c7 2025-10-03 feat: Update high field test report and soliton validation paper with improved test results, performance metrics, and enhanced clarity in title and abstract (Arcticoder) 8f4db02 2025-10-03 Refactor: Validate HTS models and align papers with computational work (Arcticoder) d91dfdb 2025-10-03 feat: Update title and abstract for clarity in REBCO coil optimization paper; enhance critical current density model with irreversibility field scaling and include AC loss calculations in thermal simulation (Arcticoder) bb74250 2025-09-30 feat: Update bibliography entries with verified citations, correct references, and enhance notes for improved clarity and validation (Arcticoder) 1bab703 2025-09-30 feat: Update bibliography entries by replacing hallucinated references with verified citations and enhancing literature identification and critical appraisal (Arcticoder) fa4a2f2 2025-09-30 feat: Enhance bibliography entries with detailed literature identification and critical appraisal for improved reference validation (Arcticoder) 91401c9 2025-09-30 feat: Replace hallucinated references with verified citations and enhance literature identification and critical appraisal in bibliography entries (Arcticoder) e54519a 2025-09-30 feat: Update bibliography entries by replacing hallucinated references with verified citations and enhancing literature identification and critical appraisal (Arcticoder) 27e104f 2025-09-30 feat: Update bibliography entries with verified citations, enhance literature identification, and critical appraisal for improved reference validation (Arcticoder) ea95b43 2025-09-30 feat: Enhance bibliography entries with detailed literature identification, critical appraisal, and verification for improved reference validation (Arcticoder) d56a558 2025-09-30 feat: Enhance bibliography entries with detailed literature identification, critical appraisal, and verification for improved reference validation (Arcticoder) f2a91cd 2025-09-30 feat: Update bibliography entries to replace unverified references with verified ones and enhance citation details (Arcticoder) 571226d 2025-09-29 feat: Update status and local path for Goedbloed2004 in bibliography_check.json (Arcticoder) ea81cdb 2025-09-29 Refactor references and update bibliography status in soliton_validation.tex and bibliography_check.json (Arcticoder) 1c72f1f 2025-09-29 feat: Add new tasks for auditing and replacing fabricated bibliography entries in WARP-SOLITONS-TODO.ndjson (Arcticoder) 77c3e08 2025-09-29 feat: Update bibliography entries to change status from "unverified" to "hallucinated" and remove deprecated references (Arcticoder) 8174710 2025-09-28 feat: Update bibliography entries to reflect new statuses and remove local paths; mark multiple entries as "hallucinated" (Arcticoder) 7f147b8 2025-09-28 feat: Add new bibliography entries for Lentz2025, Krasnikov1998, Plasma2023, Confinement2024, MHD2024, Interferometry2022, Detection2023, HTS2024, and HTS_Review2022; update Einstein1915 to Einstein1916 and replace WarpBubble2024 citation with alcubierre2000superluminal (Arcticoder) f00d7bd 2025-09-28 feat: Add new bibliography entries and audits in WARP-SOLITONS-TODO.ndjson; include tasks for Lentz, Krasnikov, Plasma, and others (Arcticoder) cb0daac 2025-09-28 Update bibliography status from "found" to "referenced" for multiple entries in rebco_optimization_bibliography_check.json (Arcticoder) fdef75b 2025-09-28 feat: Add tasks for verifying citation statuses in WARP-SOLITONS-TODO.ndjson; include entries for indices 44, 46, 61, 68, 77, 83, and 13-15 (Arcticoder) 0cb5b60 2025-09-28 feat: Add tasks for verifying citation statuses in rebco_optimization_bibliography_check.json; update existing entries and create new tasks for indices 44, 46, 61, 68, 77, 83, and 13-15 (Arcticoder) dfa8b70 2025-09-28 fix: Update reference statuses in rebco_optimization_bibliography_check.json and bibliography_check.json; correct status from 'found' to 'hallucinated' and adjust local paths (Arcticoder) 9826266 2025-09-28 feat: Update citation statuses in JSON files and soliton_validation.tex; verify references for multiple entries including 'zhou2023', 'abraimov2022', and 'hahn2019' (Arcticoder) 2021419 2025-09-28 feat: Add new tasks for verifying citations in soliton_validation.tex and update JSON statuses in WARP-SOLITONS-TODO.ndjson (Arcticoder) c3e77e1 2025-09-28 feat: Update bibliography_check.json to remove notes and ensure local paths for downloaded references (Arcticoder) e6a7d97 2025-09-27 feat: Complete verification of citations and update bibliography status in WARP-SOLITONS-TODO.ndjson; added placeholder PDFs for missing references. (Arcticoder) 90a104b 2025-09-27 Update bibliography and citation references in soliton_validation.tex and associated JSON files (Arcticoder) 81b49ab 2025-09-27 feat: Finalize bibliography updates and verify references in soliton_validation.tex; remove fabricated entries and ensure proper citation integration (Arcticoder) e12ceeb 2025-09-27 feat: Update local paths and statuses for Alcubierre warp drive and NASA breakthrough physics references in bibliography_check.json (Arcticoder) 98a8226 2025-09-27 feat: Replace fabricated citations in bibliography and update references in soliton_validation.tex (Arcticoder) c17f843 2025-09-27 Fix references and update bibliography in REBCO HTS coil optimization paper; correct citation details for Brandt and Aegis papers, replace outdated references with verified sources, and enhance clarity in soliton validation documentation. (Arcticoder) 3c0304a 2025-09-27 feat: Add replacements for multiple fabricated citations in bibliography_check.json and update related tasks (Arcticoder) abb3c5d 2025-09-27 feat: Update local paths and statuses for citations in bibliography_check.json (Arcticoder) aab67a1 2025-09-27 feat: Update local paths and statuses for several bibliography entries in REBCO optimization paper (Arcticoder) 6cb1722 2025-09-27 Refactor citations and bibliography for REBCO optimization and warp field papers (Arcticoder) 9b42ad6 2025-09-27 feat: Update bibliography tasks to replace fabricated citations and add subtasks for verification (Arcticoder) 3b7c482 2025-09-27 feat: Update bibliography entries and fix import errors in WARP-SOLITONS-TODO (Arcticoder) 3139af7 2025-09-27 Fix references and update bibliography status in REBCO HTS coil optimization paper and related JSON files (Arcticoder) de65c99 2025-09-27 feat: Add tasks for verifying and replacing fabricated bibliography entries in WARP-SOLITONS-TODO (Arcticoder) 594b2e5 2025-09-27 fix: Update bibliography_check.json to reflect downloaded status for historical references and improve local paths for accessibility (Arcticoder) a89a0a5 2025-09-26 feat: Enhance README with installation instructions for editable mode and FEniCSx; add optional installation steps for FEniCSx via Conda, Docker, and pip feat: Add bibliography validation tasks and update WARP-SOLITONS-TODO with completed tasks; create rebco_optimization_bibliography_check.json for reference validation fix: Resolve import errors in comsol_plasma and fenics_plasma; implement memory usage reporting using psutil refactor: Consolidate memory usage functions in comsol_plasma and fenics_plasma; improve validation reporting and README documentation (Arcticoder) 50f70ba 2025-09-26 feat: Add tasks for bibliography checks, import error resolutions, and validation enhancements in WARP-SOLITONS-TODO (Arcticoder) 225b762 2025-09-26 docs: Update README with development setup instructions and MyBinder links; add bibliography_check.json for reference validation (Arcticoder) fdf95b3 2025-09-25 fix: Resolve import errors in comsol_plasma and fenics_plasma modules, enhance COMSOL detection, and improve user guidance for optimizer submodule integration (Arcticoder) 77af959 2025-09-25 refactor: Consolidate bibliography files, enhance COMSOL detection, and improve validation reporting (Arcticoder) 5955987 2025-09-25 Implement code changes to enhance functionality and impr
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.329 | 0.122 |
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; both teacher heads agree on what is shown here.
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".