World book of swimming : from science to performance
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
Introduction Biomechanics of Propulsion & Drag in Swimming (Toussaint, (The Netherlands) Hydrodynamics in Swimming (Ungerechts, (Germany), Arellano, (Spain) The Swimming Muscle: History, Methodology & Applications of Electromyography in Swimming (Clarys (Belgium), Rouard (France) Biomechanical Evaluation of Freestyle Swimming (Rouard, (France) Intra-Cycle Velocity Variations, Swimming Economy, Performance & Training in Swimming (Vilas-Boas (Portugal), Barbosa (Portugal), Fernandes (Portugal) Breaststroke Kinematics (Seifert (France), Leblanc (France), Chollet (France), Sanders (United Kingdom), Persyn (Belgium) Inter-Limb Coordination in the Four Competitive Strokes (Chollet & Seifert) Bodyroll in Front Crawl Swimming (Payton, (United Kingdom), Sanders, (United Kingdom) Rhythms in Butterfly Swimming (Sanders) Morphology & Swimming Performance (Kjendlie, (Norway), Stallman, (Norway) Energy Systems in Swimming (Rodriguez, (Spain), Mader, (Germany) Training Energy Systems (Ogita, (Japan) Lactate Production & Metabolism in Swimming (Olbrecht, (The Netherlands) Assessing Aerobic Endurance in Swimming (Dekerle, (United Kingdom), Pelayo, (France) Swimming Economy, Energy Cost & Efficiency (di Prampero, (Italy), Pendergast (USA), Zamparo (Italy) Strength & Power Training in Swimming (Vorontsov, (Russia) The Taper: Physiology, Performance & Planning (Pyne (Australia), Mujika (Basque Country) Training Load & Performance in Swimming (Chatard ,(France, Qatar), Stewart. (New Zealand) Overreaching, the Overtraining Syndrome & Recovery (Shona Halson, (Australia) Altitude & Hypoxic Training in Swimming (Truijens (The Netherlands), Rodriguez (Spain) Competition Analysis (Mason, (Australia), Formosa, (Australia) Starts & Turns: Analysis & Training (Lyttle, (Australia), Blanksby, (Australia) Stroking Parameters during Competition (Sidney, (France), Alberty, Leblanc, (France), Chollet) Competitive Swimming & Disabilities (Daly, (Belgium), Martens, (Belgium) Triathlon Specificity (Millet, (Switzerland), Vleck, (United Kingdom) Preserving & Promoting Health in the Aquatic Athlete (Mountjoy, (Canada), Gerrard, (New Zealand) Nutrition & Swimming (Burke, (Australia) 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it