Abstract
Theoretical models of cooperation typically assume that agents use simple rules based on last encounters, such as ‘tit-for-tat’, to reciprocate help. By contrast, empiricists generally suppose that animals integrate multiple experiences over longer timespans. Here, we compared these two alternative hypotheses by exposing Norway rats to partners that cooperated on three consecutive days but failed to cooperate on the fourth day, and to partners that did the exact opposite. In additional controls, focal rats experienced cooperating and defecting partners only once. In a bar-pulling setup, focal rats based their decision to provide partners with food on last encounters instead of overall cooperation levels. To check whether this might be owing to a lack of memory capacity, we tested whether rats remember the outcome of encounters that had happened three days before. Cooperation was not diminished by the intermediate time interval. We conclude that rats reciprocate help mainly based on most recent encounters instead of integrating social experience over longer timespans.
Keywords: Rattus norvegicus, cooperation, reciprocity, tit-for-tat, memory, food sharing
1. Introduction
Evolutionary mechanisms underlying cooperative behaviour between unrelated individuals are hotly debated [1,2]. If helping others involves fitness costs, future benefits must compensate for this loss for cooperation to evolve [3]. The reciprocal exchange of help between social partners can lead to stable cooperation by taking turns [4]. The sequential iterated Prisoner's Dilemma game is a mathematical paradigm used to model the prerequisites for evolutionarily stable decision rules of reciprocal cooperation in such social dilemmas [5–7]. Here, two players can decide either to cooperate with a partner or to defect. The dilemma is caused by the pay-off matrix. Defecting individuals receive the highest benefit in a single interaction, because they receive help without paying any costs of helping others. At the same time, if both partners cooperate, they gain more than if both are defecting. Helping a partner while the latter is defecting will deliver the lowest reward, i.e. the ‘suckers pay off’ [5]. Consequently, if players meet only once, defection is the optimal choice. If partners meet repeatedly, however, mutual repeated cooperation between the partners may evolve, leading to the highest pay offs.
Hundreds of behavioural strategies have been modelled to clarify when cooperation can evolve under these adverse conditions [5,8]. Computer simulations revealed that one of the simplest successful strategies in the iterated Prisoner's Dilemma game is tit-for-tat [5]. Here, players start cooperatively and subsequently copy the last behaviour of their social partner. In order to decide whom to help, donors need to remember the identity of the partner in combination with the outcome of their last interaction. A problem for the tit-for-tat strategy is that mistakes can easily abolish reciprocal cooperation. One accidental defection can lead to continued mutual defection, as tit-for-tat is not meant to correct mistakes [9]. However, memory mistakes may occur. A study of human subjects, for instance, showed between 10 and 24% memory errors when subjects were asked to remember only the last encounter in an iterated Prisoner's Dilemma game played in groups of 5–15 individuals [10]. This caused cooperation to collapse and the only stable strategy remaining was ‘always defecting’. A possible solution to this problem is a modification of the response strategy, where individuals sometimes cooperate even if the last move of their partner was ‘defecting’. This modified strategy has been referred to as ‘generous tit-for-tat’ [11]. Another successful variant of the response strategy is ‘win-stay, lose-shift’, where individuals repeat their previous move if doing well, but change otherwise [12].
Generally, strategies taking into account only the last experience can be outcompeted by strategies integrating several experiences, e.g. ‘tit-for-2tats’ [13]. In nature, animals typically interact more than once with each other. By experiencing a partner repeatedly, animals can learn their behavioural strategies more easily [14] and response errors are less likely to occur. However, presently it is unclear how animals memorize and use previous social experiences in social situations, and whether multiple, instead of single, experiences with the same partner are integrated to trigger an appropriate response [15].
Here, we ask whether wild-type Norway rats (Rattus norvegicus) base their decision to reciprocate help on long-term cooperative experiences with a social partner, or whether they respond to the last encounter. We used rats because they form social groups of various sizes [16] and show kin [17,18] and individual recognition [19,20]. Importantly for our study, rats show a high propensity to cooperate (reviewed in [21,22]). For example, rats prefer to work with a partner, even if they could achieve the same reward individually [23]. Further, if they can choose between a prosocial option that rewards their partner and themselves or a selfish option, they opt for the prosocial option [24]. Rats have been shown to help conspecifics in different situations. For instance, they were found to free trapped partners [25] and to allogroom conspecifics [26], whereby they apply decision rules reflecting direct reciprocity [27]. They were frequently shown to help conspecifics by donating food to a social partner [22], and they exchange commodities with each other [28]. Previous experiments demonstrated that wild-type female Norway rats exchange food according to both direct and generalized reciprocity rules [29,30], whereas male Norway rats apparently only apply direct reciprocity [31].
To test the importance of integrated versus last social experiences for the helping propensity of rats, female focal rats experienced help by partners that cooperated in three successive encounters on three consecutive days, but a lack of cooperation in the last encounter before focal rats could provide food to their partner. The same focal rats experienced a second partner that defected in all but the last trial before the focal rats could repay favours. In addition, focal rats experienced short-term cooperating and defecting partners that were experienced only once before they could provide them with food. In order to test for a potential limitation of memory capacity, we additionally investigated the focal rats' ability to remember the cooperating and defecting behaviour of partners experienced one or three days prior to the test.
Cooperation in our experiments involved providing food to a partner with the help of the bar-pulling paradigm (figure 1), reflecting a variant of the iterated sequential Prisoner's Dilemma game [29,32–34]. We predicted that if rats integrate multiple successive experiences, they will provide more food to partners that were cooperating compared to defecting on several consecutive events, even if their last experience with the respective partners was opposite. However, if rats base their decision mostly on their last encounter, they should provide more food to previously defecting partners that were cooperating in the last encounter than to previously cooperating partners that were defecting in their last move. Furthermore, in that case, their helping propensity should not differ between partners experienced only once or several times.
Figure 1.
Apparatus to test for reciprocal cooperation. Rats could provide food to each other by pulling a stick connected to a movable platform. By pulling the stick, the platform moved into the experimental cage and provided food only to the recipient. During the experience phase, focal rats experienced partners as cooperating food providers or defecting non-providers. During the test phase, the roles were exchanged and focal rats could pull the stick to deliver food to their social partner. (Online version in colour.)
2. Material and methods
(a). Experimental subjects and housing conditions
We used female adult outbred wild-type Norway rats, weighing on average 350 g. The rats were obtained from the Animal Physiology Department at the University of Groningen (Netherlands) and were habituated to handling right after weaning. Rats were individually marked by ear punches. The cages (80 × 50 × 37.5 cm, housing littermates in groups of up to five sisters) were separated from each other through opaque walls to exclude interactions between the groups. The housing rooms had a temperature of 20 ± 1°C and a relative humidity of 50–60%. The rats were kept under an inversed 12/12 h light/dark cycle with lights on at 20.00 h and 30 min of dawn and dusk. Rats are nocturnal and cannot see the colour red [35,36]. Therefore, all trainings and experiments were conducted during the dark phase of the daily cycle and under red light.
(b). Pre-experimental training for food sharing
Rats were individually trained to use the bar-pulling paradigm (see [37] for a detailed description of the procedure). The setup consisted of a test cage (80 × 50 × 37.5 cm), which was divided by a wire mesh into two compartments and a movable tray connected to a stick (figure 1). By pulling the stick, the platform moved towards the cage and provided food (an oat flake) only to the partner of the pulling individual [29]. To ensure task understanding, every rat was first trained to pull the tray for itself (solo-pulling training). After the learning criterion of at least eight pulls within 7 min was reached, we switched to the next stage. From now on, rats were always trained with a sister as training partner, and pulling individuals never received a reward for pulling the tray any more (social-pulling training). The roles between training partners (donor, recipient) were exchanged, and the intervals between these switches were increased gradually over 18 sessions, from switching after each pull to switching after series of pulls lasting up to 7 min (i.e. the later experimental period).
(c). Reciprocity test
Each focal rat (n = 21) received four experimental treatments (figure 2), each consisting of an experience and a test phase. During the long-term experience phase, focal rats were exposed to the same social partner four times on consecutive days. During the short-term experience phase, focal rats were exposed to a social partner only once. In one treatment, the social partner provided food to the focal rat by pulling the platform towards the latter on three consecutive days. On the last day of the experience phase (t4), the platform was blocked with a string, and therefore, the partner did not provide food to the focal rat (hence called treatment CCCD, where C = cooperation and D = defection). On the following day, the roles were reversed so that the focal rat could now pull the platform with food into the reach of its partner. In a second treatment, the platform was blocked on the first three days so that the partner rat did not provide any food to the focal rat. On the fourth day of the experience phase, the platform was unblocked and the social partner now provided food to the focal rat (DDDC). Again, on the fifth day, the focal rat was enabled to provide food to its partner in return. In a third treatment, focal rats experienced a social partner once as being a cooperator (C) before they could donate food to it during the test phase on the next day. In treatment 4, rats experienced a social partner once as being a defector (D) before they could donate food to it during the test phase on the next day. All experience and test phases lasted for 7 min, with 1 min of acclimatisation prior to start [30]. Rats only experienced one trial per day.
Figure 2.
Experimental setup. During the experience phase, focal rats received help from a partner that pulled a platform towards them, which provided a food reward. In the CCCD treatment, the partner provided food on three consecutive days (‘cooperation experience’, C), but failed on day four (‘defection experience’, D; platform blocked, indicated by a cross across the pulling stick). During the DDDC treatment, the platform was blocked during the first three days so that the focal rats did not receive help from the partner. On day four, the platform was unblocked and the partner delivered food to the focal individual. In the D treatment, the partner was only experienced once as a defector not providing any food. Finally, in the C treatment, the partner was only experienced once as a cooperator providing food to the focal subject. During the test phase (day five), the focal rat got access to the platform and could provide food to the partner it had experienced in the previous four days. Each focal rat was tested in all four treatments.
The focal rats’ partners (n = 33) were used several times during the experiment but we ensured that focal rats only met partners that they had not met before the experiment. Each focal rat experienced four different unrelated and unfamiliar partners serving as either long-term cooperator, long-term defector, short-term cooperator or short-term defector. We ensured that experimental partners of focal rats continued to cooperate with them over several days during the experience phase by making use of the fact that rats show generalized reciprocity, i.e. they help others if they received help by someone [29]. For this purpose, we paired partners of focal rats with trained cooperators in the evening after they had provided food to the focal animals, and these trained cooperators provided food to them quasi as a return benefit for their previous cooperation. This procedure ensured that the motivation of partners of test animals persisted over the days where they donated food to them without receiving any favours from them in return. Focal rats and their partners, the test order of focal rats, and the order of treatments were selected randomly using the Excel command RAND().
(d). Test of memory capacity
In order to test the memory capacity of rats, we exposed 25 randomly selected individuals to four treatments in a randomized order. Each rat experienced either a cooperating or defecting partner during 7 min as described in the reciprocity experiment, but this experience happened only once. Either one or three days later, the focal rats were enabled to provide food for their partner. To make the conditions of this memory test as similar to the reciprocity experiment as possible, we provided the focal rats with similar handling conditions by placing them in an empty cage containing the pulling apparatus for the same period (1 + 7 min) on the two days on which they did not experience help by a partner (see the electronic supplementary material, figure S1).
The cooperating and defecting partners used in the memory capacity experiment were trained to perform their divergent roles. Cooperators (n = 6) were randomly selected among individuals with good pulling performance after training. They received additional social-pulling sessions in which they were always paired with another cooperator and thus always cooperated during the experience phases. Defectors (n = 6) were randomly selected and did not receive any solo-pulling training. They experienced the same number of social-pulling sessions as the focal rats did, but they were paired with other defectors so that they did not learn how to pull.
(e). Statistical analyses
All statistical analyses were performed using R (v. 2.15.2; with R studio, packages: MASS, lme4, TOSTER). In all phases of these experiments, the numbers of pulls (i.e. the numbers of provisions for the respective partner) were counted.
To compare the focal rats' tendency to help previously experienced partners during the test situation, we performed a generalized linear mixed model, assuming a Poisson distribution (GLMM; R command: glmer). We tested the model for overdispersion, which was not detected, hence showing an appropriate fit. As explanatory variables, we included the last cooperation level by the partner (‘cooperating’ or ‘defecting’) and the amount of experiences (‘several’ or ‘one’). As we tested each focal rat four times, we included the identity as a random variable. Further, we included the partner's identity in the model as a random effect because they served several times as a partner of different focal rats. We excluded the non-significant interaction between both explanatory variables (GLMM: β = 0.09 ± 0.22, n = 21, p = 0.67) and report the reduced model. Furthermore, we tested which conditions were different and which were equal to each other by conducting post hoc TOST paired samples t-tests (R command: dataTOSTpaired). Additional information on this test can be found in the electronic supplementary material. Furthermore, using Spearman rank correlation analyses, we tested the relationship between the number of pulls of cooperating partners during their last encounter with the focal subject and the number of pulls of the latter during the test phase.
To compare the focal rats' ability to remember cooperators and defectors for one or three days, we analysed the total number of pulls for the respective partners using a generalized linear mixed model. We included the pulls of focal rats as response variable, the focal and partner rats’ identity as random variable to account for multiple testing of the same individuals, and cooperation level of the partners (‘cooperating’ or ‘defecting’) as well as the time delay between experience and test phase (one or three days) as fixed factors. We excluded the non-significant interaction between both explanatory variables (GLMM: β = −0.16 ± 0.19, n = 25, p = 0.41) and report the reduced model. We also tested for overdispersion of the data, which was not the case.
3. Results
(a). Reciprocity test
Focal rats donated food less often to partners that were defecting on the day before the test (treatment CCCD and D versus DDDC and C; GLMM: β = −0.35 ± 0.11, n = 21, p = 0.001; figure 3). Their pulling rates were lower for partners that they had experienced for four days with conflicting cooperation experiences (CCCD or DDDC) than for partners that they only met cooperating or defecting once (treatments C and D; GLMM: β = −0.40 ± 0.11, n = 21, p = 0.0003). It should be noted that two rats showed high donation rates only in the single experience treatments (C and D; electronic supplementary material, figure S2). If these two rats were removed from the sample, the first effect was still significant (CCCD and D versus DDDC and C; GLMM: β = −0.36 ± 0.12, n = 19, p = 0.003), whereas the latter effect disappeared (CCCD and DDDC versus D and C; GLMM: β = −0.15 ± 0.12, n = 19, p = 0.22). Nevertheless, we report the result from the full sample as there is no reason to believe that these two rats differed from the others owing to reasons suggesting their removal from analysis.
Figure 3.

Food donations of focal rats to their social partners depending on the latter's previous long-term or short-term cooperation propensity. Focal rats pulled more often for partners (DDDC) that had defected for three days but cooperated on the last day prior the test phase, compared to partners (CCCD) that had cooperated for three days but defected on the last day (indicated by the continuous orange line). Likewise, rats provided more food to cooperating (C) than to defecting partners (D) that had been encountered only once, i.e. on the day before they could provide them with food (indicated by the dashed blue line). Median frequencies with interquartile ranges are shown. The individual donation rates are shown in the electronic supplementary material, figure S2. (Online version in colour.)
Post hoc analyses revealed that focal rats cooperated more often with C than D partners (paired samples t-test: t20 = 2.59, p = 0.018). The same was true for DDDC versus CCCD partners (paired samples t-test: t20 = 2.29, p = 0.033). Although we did not detect a significant difference between the focal rats' pulling frequency for D and CCCD partners (paired samples t-test: t20 = 1.56, p = 0.14), it cannot be concluded that focal rats provided equal levels of help to them; the equivalence test did not detect equivalence either (TOST paired samples t-test: t20 = −0.74, p = 0.24). There was a non-significant trend that C partners received more help than DDDC partners (paired samples t-test: t20 = 1.85, p = 0.08; detailed test results are provided in the electronic supplementary material, table S1). The number of food donations by focal rats during the test phase did not correlate with the number of pulls of partners cooperating during the last experience encounters (Spearman rank correlation: S = 1426.3, ρ = 0.07, n = 21, p = 0.75).
(b). Test of memory capacity
Again, the rats pulled more often for cooperating than for defecting partners (GLMM for number of pulls: β = −0.42 ± 0.11, n = 25, p = 0.006; figure 4). Notably, this applied irrespectively of whether they had experienced their respective partners one or three days prior to the test phase (GLMM: β = −0.01 ± 0.09, n = 25, p = 0.94; figure 4).
Figure 4.

Total number of pulls of focal rats for cooperators and defectors experienced once, either one or three days prior to the test. Rats were provided more food to cooperative than to defective partners, irrespective of whether the partners' helpfulness was experienced one or three days prior to the test. Median frequencies of pulls with interquartile ranges are shown. (Online version in colour.)
4. Discussion
Rats provided food more often to partners that had been cooperating during the last encounter prior to the test than to partners that had been defecting during the last encounter. This suggests that rats mainly cooperate according to their last experience with a partner instead of responding to the latter's overall cooperation level. While the last encounter dramatically changed their response towards conspecifics, cumulative experience may still have some effect, as in direct comparisons, DDDC and C partners, as well as CCCD and D partners, were not treated equally. The trend that rats cooperated more often with C than DDDC partners might suggest some integration, as DDDC partners were previously not always cooperative, whereas C partners were, because they were experienced only once and only as cooperators. Hence, rats might consider the information of previous encounters as well. Overall, however, rats clearly weigh the last experience disproportionally.
The fact that rats base their decision to reciprocate help mainly on their last interaction with a partner, which happened one day before the test, might suggest that they are unable to remember interactions that had occurred in a more distant past. However, our second experiment of the rats' ability to remember the behaviour of partners for one or three days did not indicate a decline of memory during this time span. The rats provided more food when facing a cooperator than a defector independently of the time span that had passed between experience and test phase. The rats were thus able to remember the outcome of their social interactions with a partner at least for three days. These results suggest that rats have access to social information spanning several days. Nevertheless, they consider mainly the most recent experience when deciding to help a partner.
Importantly, the results cannot be explained by memory extinction, memory interference or conditioning. (i) Memory extinction denotes the loss of a conditioned response that is not rewarded anymore. Theoretically, rats might simply associate the movement of the platform with a reward. If a defector did not pull the stick, focal rats may have reduced pulling the platform in the test phase merely because of the lack of a rewarding movement in the previous experience phase. However, rats can remember the behaviour of two [30,31] and four partners [38] that were experienced in a sequence and help previous cooperators more often than previous defectors, independently of the last experience before being tested. Thus, despite the last experience differing from their test partners’ cooperation levels, rats are able to distinguish between previous cooperators and defectors. Therefore, the rats' cooperation decisions are apparently not constrained by memory extinction. (ii) Memory interference describes that new information interferes with earlier information, causing the latter's devaluation. According to this logic, the newly available information may replace previous information, which might explain why rats cooperated according to the last experience. This possibility can also be excluded, however. A study, based on a similar experimental design as reported here, that presented rats with a sequence of different cooperating or defecting partners showed that focal rats responded to each individual partner according to its previous behaviour, despite the fact that the last interaction with a different partner provided the opposite cooperation experience [38]. Hence, the last experience did not interfere with the memory of previous interactions with other partners. (iii) Conditioning cannot explain our results either, because in the same experimental setup, rats have been repeatedly shown to refrain from pulling food towards the neighbouring cage compartment after experiencing cooperating partners if that compartment is empty, whereas they do pull food towards it when the previous cooperator is present in that compartment [29,30,39,40]. Furthermore, previous experiments revealed that rats do not merely copy their partner's behaviour in the experimental paradigm we used, because they successfully transfer between different actions of help, e.g. pushing a lever or pulling a tray to deliver food to a partner [41], and they exchange different commodities with a partner such as allogrooming for food [28]. In addition, they also exchange services that do not involve any instrumental training, such as reciprocal allogrooming [27]. In summary, rats seem to base their decisions to help primarily on the last encounters with their partner, which seems not to be affected by any memory constraints and cannot be explained by conditioning (cf. [42]).
Under natural conditions, rats live in groups of various sizes ranging up to 200 individuals [43]. In such large colonies, it may be difficult to keep track of previous encounters with different social partners, even if these are biased towards members of a limited subgroup. Living in large groups is assumed to make strategies that monitor several encounters with different interaction partners cognitively demanding [44]. Although the occurrence of mistakes could be lowered if several encounters were considered, applying simpler decision rules might be better when exposed to complex social challenges [45–48]. For instance, humans cooperating in an iterated Prisoner's Dilemma game were shown to switch to using only the information of the last encounter when challenged with a working memory task between interactions [49]. In addition, while cooperation in iterated Prisoner's Dilemma games is modelled as an all-or-nothing response, cooperation in the real world is more likely a continuous response, i.e. cooperating more or less. Under this condition, providing some help to defectors, even if considerably less than for cooperators, could act as a buffer for memory mistakes or provide incentives to social partners to start cooperating [11]. Rats helped defectors less than cooperators, but they provisioned defectors to some extent too. Hence, their strategy seems to be more forgiving than the narrow tit-for-tat strategy characterized by an all-or-nothing response.
Our results are consistent with the observation that female Norway rats apparently lack social bonds [50]. Instead of incorporating information over several encounters into a stable social bond, rats seem to continuously replace information by each interaction. This may be a cognitively less demanding way to cope with a multitude of interactions involving many different social partners, which seems to be the natural situation in Norway rats (see above). Nevertheless, this recency effect might also be important for animals exhibiting social bonds that are influenced by cooperation. The more animals weigh the last experience, the more likely social bonds change over time. In fact, many decisions of animals both in sociopositive and socionegative contexts might be driven only or primarily by last experiences [51], which may be memorized over extended periods. Hence, we urge that more manipulative studies are needed to carefully disentangle the relative importance of last from integrative information on social partners in a range of different animals and contexts.
Previous experiments testing for contingent responses in repeated donation games using fishes (e.g. [52–54]), birds (e.g. [55–57]) and primates (e.g. [58–60]) did not allow distinguishing between immediate and cumulative responses to cooperation or defection of their partners. Therefore, to the best of our knowledge, this study is the first to test for these alternative possibilities. Given the scepticism that animals use decision rules based on last encounters, similar to tit-for-tat, in mutual cooperation [10,15], our results prompt a re-evaluation of the behavioural mechanisms involved in reciprocal cooperation.
Various proximate mechanisms have been suggested to underlie reciprocal cooperation. These include decisions based on symmetrical traits (symmetry-based reciprocity), recollection of the quantity or quality of received help and consequential attribution of appropriate returns (calculated reciprocity), remembrance of prior short-term attitudes or long-term emotions associated with a particular partner (‘attitudinal reciprocity’ and ‘emotional bookkeeping’), or a response to physiological changes caused by received help [61,62]. Calculated reciprocity is probably the most contended among these mechanisms, because it implies scorekeeping of received help. We did not find an association between the numbers of donations received and given, which is at variance with the assumptions of this mechanism. This finding is in line with other studies ([59,63] but see [64]). Decision making in cooperative contexts can be explained by short-term physiological changes (reviewed in [65]). In our study, this is rather unlikely to have strongly affected the results, because rats were tested 24 h after the last encounter (during the memory capacity test even three days after meeting the partner). A memory of emotions or attitudes associated with a certain partner might have been involved in the regulation of reciprocal cooperation in our experiment, as emotions are known to bias decisions [66] and reduce memory errors [67], which is an important precondition for successful application of a tit-for-tat like strategy.
In conclusion, our results show that rats cooperate more often with social partners that have been cooperative in their latest interaction. Apparently, Norway rats use a simple heuristic based primarily on the outcome of their last interaction, resembling a tit-for-tat like strategy that cannot be attributed to a lack of memory capacity as suggested by the results of our memory capacity test. As this is, to our knowledge, the first study disentangling recent from cumulative information on the cooperation propensity of social partners, more research is needed to test such decision rules in different social contexts and in a variety of species.
Supplementary Material
Supplementary Material
Supplementary Material
Supplementary Material
Acknowledgements
We thank Evi Zwygart for help with caring for the animals, and Markus Wyman for building the test apparatus. We are grateful to Nina Gerber for assistance with training the rats, Valentina Balzarini for drawings, Karin Schneeberger for comments on earlier versions of the manuscript, and Joachim Frommen for discussions.
Ethics
Rats were housed in cages (80 × 50 × 37.5 cm), enriched with a wooden house and board, a channel, a piece of wood to nibble, a loo roll to play with, digging-material (wood shavings), nest-building material (hay) and a salt block. Food (conventional rat pellets and corn mix alternating with fresh fruits and vegetables) and water were provided ad libitum. The rats were never food deprived, nor did injuries occur during this study. The housing of the animals and the experimental procedure were authorized by the Swiss Federal Veterinary Office under licence BE25/14.
Data accessibility
The data reported in the paper is available in the electronic supplementary material.
Authors' contributions
M.T. and M.K.S. designed the experiment and wrote the manuscript. M.K.S collected and analysed the data.
Competing interests
The authors declare no competing interests.
Funding
Funding was provided by SNF (grant no. 31003A_156152 to M.T. and grant no. P2BEP3 175269 to M.K.S.).
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