Podcast
Questions and Answers
What is a characteristic of ML models trained in patient scheduling data based on the text?
What is a characteristic of ML models trained in patient scheduling data based on the text?
- Always give inaccurate predictions
- Likely to overfit (correct)
- Highly flexible to new data
- Prone to underfitting
What is the primary factor in determining team success rate in the team scheduling framework?
What is the primary factor in determining team success rate in the team scheduling framework?
- Number of overtime hours worked
- Team size
- External influences
- Respect and compromise among team members (correct)
Why is the team scheduling framework considered controversial based on the text?
Why is the team scheduling framework considered controversial based on the text?
- It involves external influences in success rate calculation
- It doesn't give average surgeons an opportunity to improve (correct)
- It forces specific individuals to work together
- It offers inaccurate results
What issue is highlighted about ML models in the team scheduling framework according to the text?
What issue is highlighted about ML models in the team scheduling framework according to the text?
In the context of patient scheduling data, what is undesirable machine learning behavior according to the text?
In the context of patient scheduling data, what is undesirable machine learning behavior according to the text?
What is highlighted as a human resource issue in the team scheduling framework according to the text?
What is highlighted as a human resource issue in the team scheduling framework according to the text?
What is the key recommendation to improve SSR in the time monitoring framework?
What is the key recommendation to improve SSR in the time monitoring framework?
What does APT stand for in the context of the text?
What does APT stand for in the context of the text?
Why is it mentioned that the university will not rush surgeries even though SSR is high?
Why is it mentioned that the university will not rush surgeries even though SSR is high?
Which parameter involves the time to clean or sterilize Operating Rooms (ORs) between patient surgeries?
Which parameter involves the time to clean or sterilize Operating Rooms (ORs) between patient surgeries?
What is the main concern addressed by the statement 'We will not sacrifice patient safety by performing quicker procedures'?
What is the main concern addressed by the statement 'We will not sacrifice patient safety by performing quicker procedures'?
What is the significance of the statement 'Can’t rush surgery' in the context of the text?
What is the significance of the statement 'Can’t rush surgery' in the context of the text?
Which time interval is defined as the time between anesthesia ready and case start?
Which time interval is defined as the time between anesthesia ready and case start?
What does APT stand for in the context of the text?
What does APT stand for in the context of the text?
What is the purpose of the AI-DRIVEN TIME MONITORING BENCHMARKS mentioned in the text?
What is the purpose of the AI-DRIVEN TIME MONITORING BENCHMARKS mentioned in the text?
What is the main focus of the TIME MONITORING FRAMEWORK discussed in the text?
What is the main focus of the TIME MONITORING FRAMEWORK discussed in the text?
What does the term 'Turnover' refer to?
What does the term 'Turnover' refer to?
What is the main benefit highlighted for surgeons on Saturdays?
What is the main benefit highlighted for surgeons on Saturdays?
Why are nursing unions restricted from entering the operating room before 7:30am on weekdays?
Why are nursing unions restricted from entering the operating room before 7:30am on weekdays?
What contributes to the ability of surgeons to perform 5th and 6th arthroplasty procedures on Saturdays?
What contributes to the ability of surgeons to perform 5th and 6th arthroplasty procedures on Saturdays?
Why is there minimal interruption during surgeries on Saturdays compared to weekdays?
Why is there minimal interruption during surgeries on Saturdays compared to weekdays?
What is suggested as a challenge in implementing AI recommendations in orthopaedics during weekdays?
What is suggested as a challenge in implementing AI recommendations in orthopaedics during weekdays?
How does the text imply that unions could impact surgeon efficiency during weekdays?
How does the text imply that unions could impact surgeon efficiency during weekdays?
What is the main focus of the AI recommendations discussed in the text?
What is the main focus of the AI recommendations discussed in the text?
How many hours of overtime were projected to be saved using the solutions mentioned?
How many hours of overtime were projected to be saved using the solutions mentioned?
What is the projected cost reduction for using one operating room solely for arthroplasty surgeries?
What is the projected cost reduction for using one operating room solely for arthroplasty surgeries?
What is the average cost for each minute lost during surgery according to the text?
What is the average cost for each minute lost during surgery according to the text?
What does the text suggest could be saved by implementing ML solutions during surgeries?
What does the text suggest could be saved by implementing ML solutions during surgeries?
What is the significance of Ontario's $300 million investment in 2023 as mentioned in the text?
What is the significance of Ontario's $300 million investment in 2023 as mentioned in the text?
What percentage of Mondays saw surgeries go into overtime based on the given information?
What percentage of Mondays saw surgeries go into overtime based on the given information?
How many surgeons are involved in the surgeries according to the data provided?
How many surgeons are involved in the surgeries according to the data provided?
Which color indicates surgery complications in the data recording according to the text?
Which color indicates surgery complications in the data recording according to the text?
What is the total number of patient surgeries logged in the data for the period 2012-2020 based on the given information?
What is the total number of patient surgeries logged in the data for the period 2012-2020 based on the given information?
How many patient surgeries are recorded in each row of the data sheet as per the text?
How many patient surgeries are recorded in each row of the data sheet as per the text?
What percentage of arthroplasty days finished on time from 2012 until the start of the Covid pandemic?
What percentage of arthroplasty days finished on time from 2012 until the start of the Covid pandemic?
In the context of the text, what does Surgical Success Rate (SSR) measure?
In the context of the text, what does Surgical Success Rate (SSR) measure?
What percentage of the time did overtime and delays occur during surgeries?
What percentage of the time did overtime and delays occur during surgeries?
What was the average time by which the average day ended late from the specified time?
What was the average time by which the average day ended late from the specified time?
What is the main objective behind using data analytics and machine learning according to the text?
What is the main objective behind using data analytics and machine learning according to the text?
How is Surgical Success Rate (SSR) quantified according to the text?
How is Surgical Success Rate (SSR) quantified according to the text?
What is the primary reason for the struggle with knee and hip replacement surgeries at the Ottawa Hospital coming out of the pandemic?
What is the primary reason for the struggle with knee and hip replacement surgeries at the Ottawa Hospital coming out of the pandemic?
What key impact did the pandemic have on surgeries at the Ottawa Hospital?
What key impact did the pandemic have on surgeries at the Ottawa Hospital?
Why is it mentioned that the University of Ottawa will not rush surgeries despite the high demand for orthopedic procedures?
Why is it mentioned that the University of Ottawa will not rush surgeries despite the high demand for orthopedic procedures?
What contributes to the increased demand for knee and hip replacement surgeries at the Ottawa Hospital post-pandemic?
What contributes to the increased demand for knee and hip replacement surgeries at the Ottawa Hospital post-pandemic?
What is highlighted as a significant challenge in implementing AI-driven recommendations in orthopedic surgery at the Ottawa Hospital?
What is highlighted as a significant challenge in implementing AI-driven recommendations in orthopedic surgery at the Ottawa Hospital?
What is indicated as a key benefit of Ottawa being a dynamic city with various stakeholders for students studying at the University of Ottawa?
What is indicated as a key benefit of Ottawa being a dynamic city with various stakeholders for students studying at the University of Ottawa?
What is a key consideration mentioned in the text for ensuring the robustness of ML models in patient scheduling?
What is a key consideration mentioned in the text for ensuring the robustness of ML models in patient scheduling?
What factor is highlighted in the text as a determinant for the success rate of surgeries involving females on Mondays and Fridays?
What factor is highlighted in the text as a determinant for the success rate of surgeries involving females on Mondays and Fridays?
What does the text imply about the use of SSR (Surgical Success Rate) when introducing more males into the surgery schedule?
What does the text imply about the use of SSR (Surgical Success Rate) when introducing more males into the surgery schedule?
In the context of ML models in patient scheduling, what is a challenge associated with missing data?
In the context of ML models in patient scheduling, what is a challenge associated with missing data?
Why is it essential to have every cell and parameter numbered correctly in ML algorithms for patient scheduling?
Why is it essential to have every cell and parameter numbered correctly in ML algorithms for patient scheduling?
What does the text suggest about the significance of applying a cohort to determine the most reliable ML model for patient scheduling?
What does the text suggest about the significance of applying a cohort to determine the most reliable ML model for patient scheduling?
What is the main focus of the AI-DRIVEN TIME MONITORING BENCHMARKS mentioned in the text?
What is the main focus of the AI-DRIVEN TIME MONITORING BENCHMARKS mentioned in the text?
Which parameter involves the time from anesthesia start to anesthesia ready in the time monitoring framework?
Which parameter involves the time from anesthesia start to anesthesia ready in the time monitoring framework?
What is the primary concern related to the controversial nature of the TIME MONITORING FRAMEWORK mentioned in the text?
What is the primary concern related to the controversial nature of the TIME MONITORING FRAMEWORK mentioned in the text?
What is the main focus of the SSR (Surgical Success Rate) improvement recommendation in the text?
What is the main focus of the SSR (Surgical Success Rate) improvement recommendation in the text?
Why is the team scheduling framework considered controversial according to the text?
Why is the team scheduling framework considered controversial according to the text?
Which time interval is defined as the time between anesthesia ready and the start of a surgery case in the time monitoring framework?
Which time interval is defined as the time between anesthesia ready and the start of a surgery case in the time monitoring framework?
