Bibliographic record
Abstract
You are working at triage and a bed has just become available in the department.according to Canadian Triage and acuity Scale (CTaS) guidelines, which of the following patients should be assigned the highest triage score and assigned to the available bed? A. 25-year-old male with 10 cm laceration to right forearm from skill saw blade.Pressure dressing in place, bleeding controlled.Neurovascular status to the right upper limb is intact.Pain level is 4/10.B. 40-year-old male with "heartburn" after playing hockey.He went out for beer and wings after the game.He arrives pale and nauseated, with a serum glucose level of 11 mmol/L.His past medical history includes diabetes and heavy smoking.He denies drug use.C. 70-year-old female with fractured left hip from fall at home, standing height.Left leg is externally rotated and shortened.Neurovascular status to the left lower limb is intact.Vital signs are stable; alert and oriented.Pain level is 5/10.D. 28-year-old female with mild abdominal cramping and moderate vaginal bleeding at 13 weeks gestation.Blood pressure (BP) is 100/60 mmHg, heart rate (HR) is 94 beats/minute (bpm), and temperature (Temp) is 37.3 o C.She is anxious and crying; her husband is with her. 2. a three-year old-child is brought to the emergency department (eD) by her parents.Her mother states she has had a fever and no appetite for two days.Which of the triage nurse's findings below is not a component of the pediatric assessment triangle (PaT)? A. Pallor to mucous membranes B. Intercostal and substernal retractions C. Limp muscle tone, uninterested in surroundings D. Decreased urine output for 24 hours 3. Which of the following assessment findings is classic for acute angle-closure glaucoma?A. Severe, sudden eye pain B. Mild, progressive eye pain C. Grey floating objects D. Flashes of light 4. Which of the following is not a cause of rhabdomyolysis? A. Toxic ingestion B. Crush injury C. Hypotension D. Overexertion 5. Which of the following are risk factors for ectopic pregnancy?(Choose all that apply) A. Previous history of sexually transmitted infections B. In vitro fertilization (IVF) C. Maternal smoking D. Chromosomal anomalies Answer Key with Rationale 1. Correct answer: b
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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 | 0.002 | 0.033 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.008 | 0.003 |
| Insufficient payload (model declined to judge) | 0.509 | 0.288 |
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".