Compare the pro and amateur body honestly
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Course: Read the track that shaped the sport
Module: Meet the physiological reality
Estimated duration: 55 minutes
The skill: compare demands, not status
The useful comparison between a professional driver and an amateur driver is not ego, romance, or costume. It is the comparison between two bodies doing a job under load, with different preparation histories, different recovery systems, different experience levels, and often different stakes. If you make the comparison honestly, you stop using the professional driver as either an idol or an excuse. You use the comparison as a diagnostic tool.
The lesson is not that pros are superhuman and amateurs are weak. The best evidence in the supplied corpus is more interesting than that. In one professional-amateur endurance-driving comparison, the amateur and professional drivers had similar percentages of maximal heart rate in the car. The workload was about equal by that measure. Yet the amateur drivers ran hotter, had a higher physiological strain index, and lost more body weight across the weekend. The gap was not explained by the car, by the available cooling aids, by VO2max, or by percent body fat. The authors traced the difference to dehydration across the race weekend and suggested that experience may teach professionals the need to stay hydrated before the problem shows up in the cockpit.
That is the central lesson. A professional body is not merely a fitter body. It is a better managed body. It arrives at the stint with fewer avoidable penalties already accumulated. It treats hydration, heat, sleep, mental switching, neck strength, team routine, sponsor duties, and recovery as part of the performance system. The amateur body may be capable of the same lap for a short period, but the amateur weekend often contains more drift: fluid deficit builds, heat load rises, attention leaks, posture gets sloppy, neck fatigue degrades head control, and the final session becomes a different task than the first one.
So the skill is to compare yourself against the professional standard without pretending you are living a professional program. You ask what is different in the load, what is different in the preparation, what is different in the evidence, and what is different in the commitment. Then you choose the next honest improvement you can actually sustain.
Why heart rate alone can fool you
Heart rate is useful, but it is not a verdict. In the endurance-driving comparison, amateur drivers averaged 80 percent of maximal heart rate while professional drivers averaged 78 percent. If you stopped there, you might conclude that the groups were under nearly the same physiological stress. But the core temperature and physiological strain index told a different story. The amateurs averaged 38.6 C core temperature, while the professionals averaged 37.8 C. The amateurs had a physiological strain index of 6.6, while the professionals were at 5.3. The text notes that values above 6 have been suggested to be very stressful.
For an intermediate driver, this matters because your heart rate monitor can flatter you. You may climb out of the car and say that your heart rate looked just like a fitter driver or a faster driver. That can be true and still miss the point. Two drivers can show similar cardiovascular intensity while one is accumulating more heat strain, more dehydration, and more cognitive cost. One driver can keep executing precise motor and cognitive skills; the other is spending the same heart-rate budget while losing decision quality.
This is why the comparison has to be multi-signal. Heart rate answers one question: how hard is your cardiovascular system working relative to its maximum. It does not answer whether your core temperature is rising faster than the other driver's, whether you arrived dehydrated, whether your neck is losing the ability to stabilize your head, whether your hands and eyes are still coordinated, or whether your mental routine has survived the schedule around the session.
A professional-amateur comparison built only on heart rate becomes a story about suffering. A better comparison asks whether your suffering is productive. If your heart rate is high because you are processing speed, braking, steering, traffic, radio, heat, and G-load with control, that is one thing. If your heart rate is high because you rushed to grid dehydrated, overheated, mentally scattered, and already behind the weekend, that is another. The number can look similar. The meaning is different.
The amateur penalty often starts before the green flag
The endurance-study result is especially useful because the between-group difference was not just fluid loss during the race. The professionals lost about 1.4 percent of body weight across the race weekend, while the amateurs lost about 2.2 percent. During the race itself the groups were closer, but across the weekend the amateurs drifted farther. That is the pattern you should look for in your own track days. Your last session problem may have started Friday night, Saturday morning, or between sessions, not at the corner where you finally noticed the mistake.
The amateur version is familiar. You drive to the track after work. You unload, talk to friends, register, torque wheels, manage fuel, solve a small mechanical issue, skip a bottle of fluid because you are busy, eat whatever is convenient, and roll into the first session already treating your body as background equipment. Then the day gets hotter. You are wearing fire-resistant gear. You are sweating. Your concentration is being pulled between driving, traffic, instruction, tire pressures, car noises, and schedule pressure. By the afternoon, you tell yourself the car is going away, the tires are greasy, or you are just rusty. Some of that may be true. But the honest comparison asks whether your body is also going away.
The professional version is not magic. It is preparation treated as part of the job. The supplied professional account from IndyCar describes modern drivers training and mentally preparing like professional athletes because the cars and events demand it. The same account lists high G-forces, summer track temperatures above 100 F, two to three hours in the car, multiple layers of protective clothing, high heart-rate load, reflex demands at very high speed, and the need to stay focused every second. That does not mean your HPDE session equals an IndyCar race. It means the professional driver has learned that physical drift is not separate from driving quality.
When you compare yourself to a pro, do not start with peak talent. Start with the pre-load. Did you arrive with a hydration plan, or did you simply drink when thirsty. Did you sleep and recover as though precision mattered, or did you treat recovery as optional. Did you leave mental space before the session, or did you go from a paddock conversation directly into a hot cockpit with no switch. Did you manage the whole weekend, or did you manage only the next outing.
The body comparison is also a precision comparison
Motorsport demands simultaneous cognitive and motor work. The corpus describes drivers needing to remain calm and focused on the car, the track, and competitors close by while traveling at high speed. At the same time, they steer, use pedals, shift, communicate, and sometimes drink from hydration systems. Each movement has to be rapid and precise. That sentence should change how you think about fatigue. Fatigue is not just feeling tired. Fatigue is a change in the quality of a precise task.
If heat raises your core temperature enough to impair cognition, the mistake may not feel like a physical failure. It may feel like missing an apex by a foot, braking a fraction late, forgetting to breathe on a straight, stopping your scan early, or reacting to traffic instead of predicting it. If neck fatigue impairs head control, the cost may not feel like neck pain at first. It may show up as worse hand-eye and head-eye coordination, which the supplied neck chapter connects directly to lap time impact. If your mental routine is broken by public duties, schedule pressure, or overthinking, the cost may show up as rushed decisions or inconsistent opening laps.
A professional driver is not immune to these loads. The difference is that the professional program treats them as performance variables. The professional body is trained, monitored, and protected because the cockpit is recognized as a harsh workplace. The amateur body often receives attention only after it complains. By then, the cost has already entered the driving.
This is why you should listen for precision symptoms, not just pain symptoms. A pro-am physiology comparison is incomplete if it asks only whether you can finish the session. A better question is whether your final five minutes look like the task you intended to perform. Are your references still the same. Are your hands still calm. Is your braking still repeatable. Are you still able to notice the car, the track, and traffic. Are you still choosing, or are you just surviving.
The professional standard includes routine, not just fitness
The supplied corpus is careful about the fact that driver science is still limited compared with traditional sports. There is less published evidence than a sport with a large research base, and much of motorsport physiology has historically been neglected because drivers were stereotyped as people who just sit down. That stereotype is not useful, but neither is replacing it with vague hero language. The better move is to treat the driver as an athlete whose work includes training, nutrition, heat management, mental preparation, and recovery.
Routine is part of that athletic work. One professional account describes the hour before competition as personal: some drivers talk to sponsors, some tune out, some use headphones, some sit alone, and one driver uses the helmet going on as the tangible switch into racing mode. The point is not that every driver needs the same ritual. The point is that the pro has a deliberate transition. The amateur often has accidental transitions.
For you, the comparison is practical. If you climb into the car still mentally carrying a paddock problem, a phone conversation, a rushed tire-pressure check, or a social interaction that ran too long, your body has not switched cleanly into the task. You may be belted in, but your attention is fragmented. An intermediate driver is usually good enough to drive through that for a lap or two. The question is whether that fragmentation becomes part of your normal performance ceiling.
Build a pre-session routine that you can repeat under club-event conditions. It does not need to look glamorous. It needs to protect the driver-work phase. Five minutes before belts, you check the car items you are responsible for, confirm your fluid plan, settle your breathing, review one session objective, and stop adding new thoughts. The helmet becomes your switch. After that, you are not still debating setup, comparing lap times, or trying to impress someone in the paddock. You are preparing to execute.
The honest comparison separates body, car, and career
Professional and amateur racing are different in more than lap speed. The corpus repeatedly distinguishes amateur racing for fun from the commitment required to make it in professional racing. Bentley's material says that success in racing requires more than driving skill: equipment, spares, crew, engineering or mechanical support, budget, testing, and people working together. Johnson's material is even more blunt about professional racing requiring total commitment, higher car preparation, higher driving skill, and the risk that a professional career will be brief if you cannot keep up.
That matters because some drivers confuse a body comparison with a career comparison. You may not want a professional life. You may not want to sacrifice the money, time, relationships, recovery, business effort, marketing effort, and pressure that professional racing can demand. That is not a weakness. It is an honest boundary. Many drivers love amateur racing for competition, satisfaction, friendship, relaxation, and the simple pleasure of driving. The problem starts only when you want professional-level consistency while refusing to acknowledge which parts of the professional system create it.
The right comparison is therefore specific. You do not say, I am not a pro, so late-session fade is inevitable. You say, I do not run a professional program, but I can still manage hydration across the weekend, protect a pre-session routine, train my neck, sleep better, record body-weight drift, and notice when my final laps degrade. You also do not say, I am serious, therefore I must turn my hobby into a professional sacrifice. You say, I want the parts of the pro standard that improve safety and precision within the life I actually live.
This is the mature middle ground. You respect the professional standard without borrowing the professional fantasy. You respect the amateur path without using it as a permission slip for sloppy preparation.
How to audit your own pro-am gap
Start with load. What is the car asking of you. The supplied corpus points out that different vehicles create different physicality: sports cars, stock cars, Formula 1 cars, IndyCars, road courses, street circuits, and ovals do not load the driver the same way. IndyCar is described as lacking power steering and braking assistance, using ovals, road courses, and tight bumpy street circuits, and exposing drivers to high G-forces. A club car with power steering and modest aero is not the same demand. A car without power steering, with high brake effort, heat-soaked cockpit, sticky tires, and long sessions is closer to the kind of physical management problem that punishes amateur neglect.
Then check exposure. How long are you in the car. How many sessions or stints are you doing. How hot is the day. Are you wearing multiple protective layers. Are you sharing a car in an endurance format. Are you instructing, wrenching, fueling, and driving. The professional-amateur study is useful because the groups competed in the same car and used the same cooling aids, which narrowed the comparison. In your own life, the confounders are usually huge. You may be driver, crew, logistics manager, and sponsor of yourself. That increases pre-load before the cockpit even starts.
Next check preparation. Did you train for the load you are actually facing. The corpus says modern drivers train and mentally prepare like professional athletes because racing has evolved. The neck chapter specifically warns that G-loads strain the neck, and if the neck cannot withstand the loads, fatigue impairs head control and coordination. You do not need to turn this lesson into a neck-training lesson; that belongs beside the sibling lessons. But you do need to include neck capacity in your comparison. If the pro is stable late and you are bracing your head, your hands and eyes are probably paying for it.
Then check recovery. One professional account emphasizes that relaxing physically and mentally is part of training, and that stepping away can help reduce overthinking. That is a useful correction for serious amateurs. More effort is not always better if effort means rumination, poor sleep, and never downshifting between sessions. The professional program includes preparation and recovery. The amateur often copies the intensity and forgets the recovery.
Finally check evidence. A serious comparison uses something observable: body-weight trend across the weekend, fluid intake plan, heart-rate trend if you have it, core-temperature data if you have safe access to it, session notes about focus and heat, video review for late-session precision, lap-time spread under similar traffic, and instructor comments about whether you fade. The goal is not to create a laboratory. The goal is to stop relying on vibes.
Calibration cues: what improvement looks like
The first cue is reduced weekend drift. You may still sweat. You may still get hot. You may still work hard. But your body weight should not keep sliding downward through the event without you noticing, and your Sunday sessions should not feel like a different driver took over. The professional-amateur comparison points you toward the weekend trend, not just the session snapshot.
The second cue is steadier late-session precision. You keep the same brake references longer. You are not inventing emergency fixes in the final laps. Your head stays stable enough that vision and hand coordination remain useful. Your instructor stops saying that the first half of the session was cleaner than the second half. Your notes show fewer comments like lost focus, sloppy hands, missed apexes late, or cooked by the end.
The third cue is cleaner pre-session transition. You can name the moment when you switch from paddock mode to driver mode. You do not need the same ritual as a professional, but you need a repeatable one. If your helmet going on, belts being tightened, or gloves being closed becomes the moment when you stop negotiating and start executing, your routine is doing useful work.
The fourth cue is better explanation of bad laps. Instead of saying only that the tires went away or the track got worse, you ask whether the driver also went away. That does not mean blaming yourself for every problem. It means adding the body to the diagnostic chain. Was the car changing. Was traffic changing. Was heat changing. Was your coordination changing. Was your attention changing. A professional comparison is honest because it lets more than one thing be true.
The fifth cue is sustainable commitment. You choose improvements you can repeat. If you can realistically train twice a week, improve hydration, protect sleep, log body-weight change, and build a pre-session switch, that is more valuable than pretending you will live like a full-time pro for two weeks and then abandoning the plan. The pro standard is not useful unless it becomes a durable amateur practice.
How this connects to the rest of the module
This lesson sits beside the cockpit-load lessons, not on top of them. The sibling lessons teach what the body is fighting in the cockpit, how load steals precision, and why the neck proves motorsport is athletic. Here, you use that knowledge to make a comparison. You ask whether your amateur body is failing because the load is too high, because the preparation is too casual, because the recovery is poor, because the mental switch is weak, or because you are holding yourself to a professional fantasy without professional support.
Use the neck lesson when you notice head-control problems, visual instability, or hand-eye coordination decline. Use the cockpit-load lesson when you are mapping heat, G-load, vibration, muscular effort, and cognitive load. Use this lesson when you are deciding what the pro-am gap actually is in your case. Sometimes the answer will be fitness. Sometimes it will be hydration. Sometimes it will be routine. Sometimes it will be that you are comparing your hobby weekend to a professional system and calling the result a talent gap.
The honest answer is usually less dramatic and more actionable. Your body is part of the car's performance chain. Treat it that way.
Worked example: same-car pro-am endurance comparison
Imagine a pro-am endurance setting where a professional and an amateur share the same race car. The car, cooling shirt, and helmet blower are the same. The race format is built around driver ranking rules intended to level the competition between professional and amateur drivers. If you are the amateur, it is tempting to explain the gap as talent, courage, or time in the seat. Those may matter, but the physiology data in the corpus gives you a sharper first question.
In the 2017 comparison described in The Science of Motorsport, the amateur and professional drivers did not show a meaningful difference in percent of maximal heart rate during competition. The amateurs were around 80 percent, and the professionals around 78 percent. If the team looked only at heart rate, the two drivers might appear to be under similar load. But the amateurs ran hotter, with higher core temperature and a higher physiological strain index. The amateurs also lost more body weight across the race weekend, even though race-session fluid loss itself was not dramatically different.
The honest lesson for you is this: if your late stint falls apart, do not only ask whether the pro is braver. Ask whether the pro arrived at the stint with less accumulated dehydration. Ask whether your body has been slowly losing the weekend since the first travel day, first practice, or first missed recovery window. Ask whether the pro is protecting performance through boring preparation that you have been treating as optional.
The correction is not to copy the pro's lap time. The correction is to copy the pro's way of respecting accumulation. If you share a car, compare your body-weight trend, heat notes, fluid plan, cooling use, and late-session precision before you declare the gap mysterious. The study did not prove that amateurs are inherently less fit. It showed that the amateur body can carry more strain in the same car, under similar heart-rate workload, because the weekend was managed differently.
Worked example: Jerez heat stress as the hard boundary
The Jerez prototype example in the corpus is not a normal coaching cue; it is the hard boundary that reminds you what heat can become. Two British prototype drivers were treated after a race with severe heat-stroke symptoms, confusion, agitation, and central temperature reported at 41 C. That is not a late-apex problem or a toughness problem. It is a medical danger and a performance failure.
Most intermediate HPDE and club-racing drivers will never see that extreme. The example still matters because heat impairment does not begin at the emergency-room threshold. The heat chapter notes that sustained elevation of core body temperature can lead to cognitive and performance deficits that may impair the ability to drive well or safely. The professional-amateur comparison then shows a milder version of the same direction: the amateur group ran hotter and carried higher strain.
Use Jerez as your refusal point. If you are confused, agitated, disoriented, or unable to make normal decisions after a session, the comparison with a professional driver is over. You are no longer evaluating pace. You are evaluating safety. You stop, cool down, get help, and treat the body as the priority system. A professional program would not call that weakness. It would call it incident prevention.
The more common version is subtler. You miss your marks late in a session and cannot explain why. You stop processing traffic early. You become irritated by small things. You forget a radio call or ignore your planned drill. That is when the heat lesson becomes actionable. You do not need a crisis to justify body management. You need enough respect for the cockpit to catch the drift early.
Worked example: IndyCar street-circuit load without copying the fantasy
The IndyCar account in the corpus gives a useful named situation: street circuits such as Detroit, Toronto, and Long Beach, run on bumpy, tight public roads, with high G-forces, heat, protective clothing, long race duration, reflex demand, and no power steering or braking assistance. The account also describes a professional driver managing Type 1 diabetes while balancing carbohydrates, dehydration, adrenaline, insulin, cardiovascular activity, and hydration. That is a professional body problem in the real sense: the driver is managing a moving system, not simply being fit.
You should not pretend your track-day car is an IndyCar. That would be bad comparison. But you can borrow the structure of the comparison. Vehicle configuration changes physical demand. A power-steered street car on a cool morning is not the same as a stiff race car in summer heat. A smooth road course is not the same physical problem as a bumpy street circuit. A twenty-minute HPDE session is not the same as two to three hours in a race, but the direction is the same: heat, steering effort, braking effort, G-load, protective gear, and mental workload combine.
For your own audit, write down which elements of the IndyCar load are present in smaller form. Is the cockpit hot. Is the steering heavy. Are the brakes high-effort. Are you in a long session. Are you managing traffic. Are you wearing multiple protective layers. Are you trying to communicate, drink, and drive at the same time. The professional comparison becomes useful when it names the variables. It becomes useless when it becomes hero worship.
Common mistakes
The first mistake is the heart-rate-only verdict. You see a high heart rate and decide the session was athletic, or you see a similar heart rate to another driver and decide the physiological story is equal. Good looks like using heart rate as one signal and then checking heat, hydration, focus, and late-session precision. The supplied pro-am data exists almost to warn you against stopping at heart rate.
The second mistake is session-only hydration. You drink during the stint and assume the job is done. Good looks like tracking the whole weekend. The professional-amateur difference in body-weight loss became clearer across the weekend than during the race alone. Your body does not reset just because the checker falls.
The third mistake is treating fitness as a moral label. You decide that pros are athletes and amateurs are not, or that amateur racing for fun is somehow lesser. Good looks like separating capability from commitment. The corpus supports both ideas: modern professional drivers train like athletes, and there is nothing wrong with amateur racing for enjoyment. The comparison should produce a plan, not shame.
The fourth mistake is copying professional intensity without professional recovery. You train harder, think about the car constantly, and fill every paddock minute with analysis. Good looks like preparation plus recovery. One professional account in the corpus treats physical and mental relaxation as part of training because constant pressure and over-analysis can take a toll.
The fifth mistake is ignoring the neck because you are focused on hydration and heat. Good looks like recognizing that neck fatigue can impair head control and coordination, then sending that issue to the neck-training lesson instead of trying to solve it with willpower.
The sixth mistake is blaming the car for every late-session fade. Tires, brakes, fuel load, track temperature, and traffic can all matter. But good looks like adding the driver body to the diagnostic list. If the car is changing and you are also getting hotter, less hydrated, and less precise, you need to separate those effects before you trust your conclusion.
The seventh mistake is professional-career fantasy. You compare your amateur weekend to a full professional program and call yourself behind, or you assume a pro ride is just a reward for being quick. Good looks like understanding that professional racing includes equipment, budget, crew, testing, business, sponsorship, public relations, and total commitment. That does not make your amateur path invalid. It makes the comparison cleaner.
Drill: three-session pro-am physiology audit
Do this drill at your next event over three comparable sessions, preferably on the same day or across a weekend with similar run groups. The count is three sessions. The setup takes about ten minutes before the first session and three to five minutes after each session. The success criterion is not a lap time. Success means you can explain whether your body became a larger performance limiter across the day, using recorded evidence rather than memory.
Before session one, record your body weight without gear if you can do so consistently and privately. Record whether you are using any cooling aids, the approximate heat level of the day, your sleep quality in plain language, and one driving objective. If you have a heart-rate monitor, record peak and average heart rate after the session. If you have safe access to core-temperature measurement through a legitimate device and support, record it, but do not make that the price of doing the drill. The practical amateur minimum is body-weight trend, fluid plan, and precision notes.
After each session, record post-session body weight under the same conditions, then calculate the percentage change from your pre-session value. Write two sentences before you look at lap times. First, describe the body: hot, calm, scattered, thirsty, neck tired, hands tense, breathing steady, or similar. Second, describe precision: references stable, apexes late, braking rushed, traffic processing slow, scan narrowed, or hands clean. Then note whether the session ended better, the same, or worse than it began.
Before the next session, do not make a heroic fix. Make one professional-style correction. Drink according to your plan, cool down, protect five quiet minutes before belts, and review one objective. The drill is not to become a pro in an afternoon. The drill is to see whether a small amount of deliberate body management changes the final third of the next session.
After session three, compare the pattern. If heart rate is similar but heat notes and precision degrade, you have learned that heart rate alone is not enough. If body weight trends downward through the day and the final notes mention focus loss, sloppy inputs, or late braking, you have found an amateur weekend-management gap. If the body notes improve and the driving notes stay steadier, your preparation is becoming part of your driving skill.
Bring the result to your instructor or coach in a simple form: three sessions, body-weight trend, heart-rate trend if available, heat notes, precision notes, and one correction tried. That is how you turn a vague pro-am comparison into a coaching conversation.
When this principle breaks down
The pro-am physiology comparison breaks down when the cars, sessions, or jobs are too different to compare cleanly. A professional in a heavily supported endurance program and an amateur in a self-supported HPDE weekend are not only different drivers. They are operating different systems. The professional may have crew, cooling support, nutrition planning, recovery structure, data review, and protected preparation time. The amateur may be towing, wrenching, fueling, instructing, and managing family or work demands. If you ignore those differences, the comparison becomes unfair and unhelpful.
It also breaks down when you treat a professional anecdote as a universal standard. One driver may prefer sponsor conversation before the race, while another uses headphones or quiet time. The corpus explicitly supports personal preference in pre-race routine. The transferable principle is the deliberate switch into racing mode, not the exact ritual.
It breaks down again when you use physiology to excuse missing skill. A dehydrated driver can be imprecise, but so can a driver with poor references, poor vision habits, or weak car control. Do not turn the body into the only explanation. Use it as one layer in the diagnostic stack.
Finally, it breaks down when symptoms reach medical concern. Confusion, agitation, severe heat illness symptoms, or inability to make safe decisions are not data points for a lesson drill. They are reasons to stop driving and seek help. Professional honesty includes knowing when performance analysis must give way to safety.
Author Review
No quiz questions are attached to this lesson.
Sources
| # | Document | Chunk | Pages | Score | Collection |
|---|---|---|---|---|---|
| 1 | the science of motorsport | 12208e81-17c2-b299-87f0-4175286b1ef7 | 249 | 1 | uio_books_raw_v1 |
| 2 | the science of motorsport | 05ea7775-926a-1424-b1f5-f230eacecba8 | 248 | 1 | uio_books_raw_v1 |
| 3 | the science of motorsport | 4082b9a3-55a1-0bad-8c75-da7643ae0445 | 50 | 1 | uio_books_raw_v1 |
| 4 | the science of motorsport | fc3ed3af-e17e-2ea9-be7d-321cbe20c26b | 266 | 1 | uio_books_raw_v1 |
| 5 | the science of motorsport | e91127e9-f53d-eb8f-2b73-0bc86388ffae | 127 | 1 | uio_books_raw_v1 |
| 6 | the science of motorsport | 7a5d0abd-728f-2c92-9910-892090abd204 | 122 | 1 | uio_books_raw_v1 |
| 7 | the science of motorsport | 70b8c017-5e02-59a0-6b81-1af2bd8cf939 | 276 | 1 | uio_books_raw_v1 |
| 8 | the science of motorsport | 54cfb8bc-53ce-0529-6de9-1a728ab6e667 | 277 | 1 | uio_books_raw_v1 |
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| 11 | Ultimate Speed Secrets - Ross Bentley | 1531bfaa-d339-ad97-0c67-cfffd0c06924 | 588 | 1 | uio_books_raw_v1 |
| 12 | Ultimate Speed Secrets - Ross Bentley | 8d3aceda-8738-1ff9-b5cd-df1730465127 | 591 | 1 | uio_books_raw_v1 |
| 13 | Ultimate Speed Secrets - Ross Bentley | 41dfadf6c32a9ff4065f8edf5a8f574c | 326 | 1 | uio_books_raw_v1 |
| 14 | Driving in competition None Johnson Alan 1935- None | a7f20104-6180-1438-3326-c1eb3eab8da9 | 147 | 1 | uio_books_raw_v1 |
| 15 | Driving in competition None Johnson Alan 1935- None | 1b06f8d5-7b12-60b7-2bc8-4b205ce91b6b | 147 | 1 | uio_books_raw_v1 |
| 16 | Driving in competition None Johnson Alan 1935- None | affec95e-99b0-690c-9949-baa3a4351721 | 155 | 1 | uio_books_raw_v1 |
| 17 | the science of motorsport | ffe20bce-1c29-6f6e-ef01-4108230a3a46 | 23 | 1 | uio_books_raw_v1 |
| 18 | the science of motorsport | 6282b206-e7cf-21c2-4d03-c106ea3404c6 | 21 | 1 | uio_books_raw_v1 |
| 19 | the science of motorsport | 5e47d997-f35f-bca4-9fe6-9c1ab1d765e9 | 65 | 1 | uio_books_raw_v1 |