D et at. Experience with The Toronto Western Hospital permanent peritoneal catheter
Bibliographic record
Abstract
Prospective controlled trial with Tenckhoff, Toronto Western Hospital and Goldberg catheter showed a lower incidence of catheter-tip dislodgement from the pelvis with the Toronto Western Hospital catheter. A 1982 retrospective review of experiences, revealed significantly better one and two year catheter survival with the Toronto Western Hospital catheter #2 compared to the straight Tenckhoff catheter inserted at the bed side but not compared to the surgically inserted Tenckhoff catheter. Early dialysate leak was a significant compilation observed with the use of all catheters. Lateral placement of catheters has practically eliminated this complication. Catheter exit site infection now is the major cause of catheter failure. Access to the peritoneal cavity using an indwelling permanent and trouble-free catheter is the key factor in the success of long term peritoneal dialysis. With the introduction of continuous ambula
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| 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 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".