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.
Bibliographic record
Abstract
Spasticity is one of the most frequent symptoms associated with MS and yet it is often overlooked and poorly managed. Possible reasons for this include the different understanding of the definition of spasticity, ranging from the exploratory rigidity perceived by a healthcare professional to the multiple related symptoms felt by patients, and also the different clinical assessment tools which do not always take into consideration the patient's perception of their disease. Another contributing factor is the limited effectiveness and tolerability profiles of most of the currently available agents [1]. A number of large studies have shown that spasticity produces some of the most common and disabling symptoms associated with MS, occurring in up to 80% of affected MS persons [2,3,4]. Between 30 and 50% of MS patients rate their spasticity as moderate to severe [3], and some of the most commonly reported associated symptoms included rigidity, spasms, pain, worsening of movement difficulties and/or urinary dysfunction and sleep disturbances. The extent of the burden placed on MS patients who reported spasticity, compared with patients who did not experience spasticity, in terms of spasms, urinary dysfunction and sleep disturbances in a recent study is highlighted in table 1[4].The effect of spasticity on mobility is one of the most disabling changes associated with MS and it has a marked negative impact on patient well-being and quality of life [4,5,6]. It also increases the cost-burden associated with MS, with an increased need for physiotherapy and caregiver support [6]. Figure 1 highlights the strong correlation between worsening of spasticity and reduced walking ability.While there is a clear impact of spasticity on the overall well-being of MS patients, the available evidence demonstrates a limited effectiveness of the classic first-line treatment options such as baclofen, tizanidine, gabapentin, and others [1,6]. Thus, there is an obvious unmet need for better therapeutic options for physicians and this is highlighted by the findings of a recent German survey which reported that in patients with moderate spasticity about 40% of physicians were unsatisfied or completely unsatisfied with current antispasticity therapies. In patients with severe MS spasticity about 60% of physicians were unsatisfied or completely unsatisfied with current treatments [6] (fig. 2).New guidelines for the management of MS have been developed in Spain (fig. 3) [7] and Germany and both contain algorithms for managing MS spasticity [7]. Baclofen and tizanidine remain the first-line treatment options in both sets of guidelines for the management of generalised MS spasticity, and both recognise the role of the new THC:CBD oromucosal spray as a second-line option for patients with moderate to severe treatment-resistant MS spasticity.This supplement provides an insight into the latest clinical evidence concerning THC:CBD oromucosal spray (Sativex®), a unique cannabinoid-based medicine comprising a 1:1 mixture of 9-delta-tetrahydocannabinol (THC) and cannabidiol (CBD). THC:CBD oromucosal spray acts as an endocannabinoid system modulator, and it is indicated as add-on treatment for symptom improvement in adult patients with moderate to severe spasticity due to multiple sclerosis (MS) who did not adequately respond to previous antispasticity therapy, and who demonstrated a clinically relevant response during a one month trial. At the present time, Sativex® is available in 17 European countries and it is also available in countries such as Australia, Canada and Kuwait.Spasticity is one of the most common symptoms associated with MS, and in 30-50% of the affected patients it is rated as moderate to severe. Symptoms include spasms, and worsening of pain, movement difficulties, sleep disturbances, urinary dysfunction and disability and these result in an increased need for caregiver support, reduced well-being and quality of life, and an increased burden on families, friends and the healthcare system. There is a clear unmet need for more effective treatments and recent guidance recognizes the need for evidence-based support for the management of MS spasticity. Guidelines from Spain and Germany recommend baclofen and tizanidine as first-line options and acknowledge the available evidence supporting the use of THC:CBD oromucosal spray recommending it as a second-line option for patients with treatment-resistant spasticity. C. Pozzilli received an honorarium from Laboratorios Almirall, SA, for his participation in the Symposium and producing his article, which is included in this Supplement. He has no other relevant affiliations or financial involvement with any organization or entity with a financial interest in or financial conflict with the subject matter or materials discussed in the manuscript apart from those disclosed. Writing assistance was provided by Content Ed Net, with funding from Laboratorios Almirall, SA.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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 it