Results and Discussion Table 1 (top) shows the root mean square error (RMSE) between the three tests for different numbers of topics. These results show that all three tests largely agree with each other but as the sample size (number of topics) decreases, the agreement decreases. In line with the results found for 50 topics, the randomization and bootstrap tests agree more with the t-test than with each other. We looked at pairwise scatterplots of the three tests at the different topic sizes. While there is some disagreement among the tests at large p-values, i.e. those greater than 0.5, none of the tests would predict such a run pair to have a significant difference. More interesting to us is the behavior of the tests for run pairs with lower p-values. Table 1 (bottom) shows the RMSE among the three tests for run pairs that all three tests agreed had a p-value greater than 0.0001 and less than 0.5. In contrast to all pairs with p-values 0.0001 (Table 1 top), these run pairs are of more importance to the IR researcher since they are the runs that require a statistical test to judge the significance of the per- formance difference. For these run pairs, the randomization and t tests are much more in agreement with each other than the bootstrap is with either of the other two tests. Looking at scatterplots, we found that the bootstrap tracks the t-test very well but shows a systematic bias to produce p-values smaller than the t-test. As the number of topics de- creases, this bias becomes more pronounced. Figure 1 shows a pairwise scatterplot of the three tests when the number of topics is 10. The randomization test also tends to produce smaller p-values than the t-test for run pairs where the t- test estimated a p-value smaller than 0.1, but at the same time, produces some p-values greater than the t-test’s. As Figure 1 shows, the bootstrap consistently gives smaller p- values than the t-test for these smaller p-values. While the bootstrap and the randomization test disagree with each other more than with the t-test, Figure 1 shows that for a low number of topics, the randomization test shows less noise in its agreement with the bootstrap com- pared to the t-test for small p-values.
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Publications and Presentations (a) Corvus may publish or present the final results of the Study (in accordance with this Section 8.2); provided that Corvus gives Genentech an opportunity to review and provide comments in accordance with subsection (b). (b) In the event that either Party (for purposes of this Section, the “Publishing Party”) wishes to publish or present any Study Data or Sample Data, the Publishing Party shall submit to the other Party (for purposes of this Section, the “Reviewing Party”) all materials related to the proposed publication or presentation (including posters, abstracts, manuscripts and written descriptions of oral presentations) at least [***] days (or [***], in the case of abstracts) prior to the date of submission for publication or the date of presentation, whichever is earlier, of any of such submitted materials. The Reviewing Party shall review such submitted materials and respond to the Publishing Party as soon as reasonably possible, but in any case within [***] (or [***], in the case of abstracts) of receipt thereof. The Publishing Party will be permitted to publish or present such Study Data or Sample Data, but shall give reasonable consideration to any request by the Reviewing Party; provided, however, at the request of the Reviewing Party, the Publishing Party shall (i) delete from such proposed publication or presentation Confidential Information of the Reviewing Party (including Sample Data), provided that the Publishing Party shall have no obligation to delete any Study Data; and/or (ii) if such proposed publication or presentation contains patentable subject matter owned solely or jointly by the Reviewing Party, delay such proposed publication or presentation, for [***], to permit the Reviewing Party to prepare and file a patent application. The Publishing Party shall comply with all applicable requirements regarding disclosure of industry support (financial or otherwise) in connection with any publications and presentations. For clarity, the provisions of this Section 8.2 only apply to publications or presentations of Study Data or Sample Data and do not apply to any other publications or presentations by a Party, including with respect to results from such Party’s development activities outside of the Study. (c) Authorship of publications or presentations of final results of the Study and/or any Study Data or Sample Data shall be determined in accordance with appropriate scientific and academic standards and customs.
Public Statements and Disclosure The initial press release concerning this Agreement and the Merger will be a joint press release reasonably acceptable to the Company and Parent and will be issued promptly following the execution and delivery of this Agreement. Thereafter, unless the Company Special Committee has made a Company Recommendation Change, the Company and its Representatives, on the one hand, and Parent and Merger Sub and their respective Representatives, on the other hand, will consult with the other Parties before (a) participating in any media interviews; (b) engaging in any meetings or calls with analysts, institutional investors or other similar Persons; or (c) providing any statements that are public or are reasonably likely to become public, in each case to the extent relating to this Agreement or the Merger and neither party shall issue any press release or make any public announcement or statement without the consent of the other party, which shall not be unreasonably withheld, conditioned or delayed; provided, that to the extent such release or announcement is required by applicable Law or any listing agreement with or rule of any national securities exchange or association upon which the securities of the Company are listed, the party required to make the release, announcement or statement shall use reasonable best efforts to consult with the other Party about, and allow the other Party reasonable time (taking into account the circumstances) to comment on, such release, announcement or statement in advance of such issuance. Notwithstanding the foregoing, neither Parent nor the Company will be obligated to engage in such consultation with respect to communications that are (i) principally directed to its employees, drivers, suppliers, customers, partners or vendors so long as such communications are consistent with prior communications previously agreed to by Parent and the Company and do not add additional material information not included in such previous communication (in which case such communications may be made consistent with such plan); (ii) related to a Superior Proposal or Company Recommendation Change or, in each case, any action taken pursuant thereto; (iii) with respect to any dispute or Legal Proceeding solely among the Parties or their respective Affiliates related to this Agreement or the Transaction Documents; or (iv) substantively consistent with previous public disclosures made by the Parties in compliance with this Section 6.13 and which do not add additional material information not included in such previous disclosure. Parent will not be obligated to engage in such consultation with respect to communications that are principally directed to its existing or prospective equity holders and investors of Parent or its Affiliates, so long as such communications are consistent with prior communications previously agreed to by Parent and the Company and do not add additional material information not included in such previous communication.
Informal Discussions The employee's concerns will be presented orally by the employee to the appropriate supervisor. Every effort shall be made by all concerned in an informal manner to develop an understanding of the facts and the issues in order to create a climate which will lead to resolution of the problem. If the employee is not satisfied with the informal discussion(s) relative to the matter in question, he/she may proceed to the formal grievance procedure.
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