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Record W7006858716

What Should Regulators Do About Pilot Depression?

2016· article· en· W7006858716 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueeYLS (Yale Law School) · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicMedical and Agricultural Research Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMandateGermanMental healthNoticeAviationPunitive damages
DOInot available

Abstract

fetched live from OpenAlex

One year ago, the public was stunned by the Germanwings crash, in which a co-pilot flew a plane into the French Alps, killing all 150 passengers on board, apparently on purpose. The Bureau d’Enquêtes et d’Analyses (BEA), France’s Civil Aviation Safety Investigation Authority, recently released its final report on the crash. In the report, BEA proposed drafting regulations to manage the aviation industry’s response to pilot depression. The Bureau’s recommendations included rules that would require doctors to disclose patient information upon possible threats to public safety, mandate medical follow-ups of pilots with a previous history of mental illness, and limit the punitive consequences for losing a pilot license due to illness. According to the report, the Germanwings pilot Andreas Lubitz apparently showed symptoms consistent with a psychotic depressive episode several months before the crash. During this period, Lubitz allegedly saw six doctors, including one who recommended him for psychiatric hospitalization. However, the Bureau found that none of Lubitz’s doctors reported their assessments to aviation authorities. They also apparently refused requests from investigators to be questioned after the crash, which inflamed some families of the victims. The Bureau speculated that German doctors may be dissuaded from disclosing information due to strict provisions in the German criminal code, which prohibits disclosing patient secrets unless the doctor is given consent or believes there is “imminent danger” to life. Additionally, doctors may be dissuaded from reporting concerns because episodes of serious mental illness, such as acute psychosis, can be very hard to predict. The Bureau argued the absence of a “formal definition of ‘imminent danger’ or ‘public safety’ drives doctors to adopt a conservative approach and may lead them not to report their potential concerns to authorities.” Overall, the Bureau found it was “likely that breaching medical confidentiality was perceived by these doctors as presenting more risks, in particular for themselves, than not reporting the co-pilot to authorities.” To shift the balance towards public safety, the Bureau recommended the European Commission adopt regulations to require doctors to inform aviation authorities under certain circumstances, even under the patient’s refusal. Several countries already require physicians to report medical issues that might threaten public safety, including Canada, Israel, New Zealand, and Norway. The report also suggested that Germany’s Ministry of Transport and Digital Infrastructure issue rules to limit the legal penalty for health care providers who breach patient confidentiality, as well as to define what should be considered “imminent danger” and “public safety.” The Bureau also recommended that the European Aviation Safety Agency (EASA), the European Union’s aviation regulator, adopt other preventative measures to avert future disasters. For example, it has proposed that EASA should mitigate the adverse consequences of losing a pilot license. Limiting adverse consequences may encourage pilots to come forward about their conditions independently., Because having a depressive disorder or taking medications for depression are usually “medically disqualifying for pilots,” pilots currently have an incentive to hide mental illnesses. The report cited evidence that some pilots refuse to take needed antidepressant medication in order to continue to fly, and that “a significant number” of pilots also take antidepressants without informing their employer. In the Germanwings case, the report speculated that Lubitz may have been influenced not to report his declining condition to his employer from fear of losing his license. The Bureau pointed to a solution adopted by the French nuclear industry, which offers another job position to any employee who is found unfit without modifying their salary. The Bureau’s report argued that a similar provision in the aviation industry would improve self-disclosure by reducing the punitive consequences for pilots who are disqualified from flying due to medical conditions. In addition, the Bureau proposed that EASA issue regulations requiring careful follow-up examinations of a pilot’s fitness whenever a medical certificate is to be issued to a pilot with a history of mental illness. The report pointed to the fact that Lubitz previously had an episode of mental illness that Germanwings was aware of. However, after finding that his condition had stabilized, Germanwings issued Lubitz a medical certificate several months later. The report argued that the short time may not have been sufficient to “confirm that the mental state of the pilot was fully stabilized.” Even though the Bureau’s recommendations are not binding, EASA has supported the French Bureau with its investigation and may consider its recommendations in contemplating new regulations.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.621
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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.

Opus teacher head0.043
GPT teacher head0.333
Teacher spread0.290 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it