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Tags: convection, density changes, drifter, drifts, fresh water, heat flux, holbrook, insta, intrusions, j phys, kilometers, kinetic energy, molecular diffusion, motions, ocean currents, panel c, salt fingers, salty water, time of arrival, water panel,
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Created: Wed Aug 6 14:46:25 2003
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                                                                                                                                                     PERSPECTIVES
                      eter (panel E, green regions) and flow ver-          ed by Holbrook et al. (3). The equatorial       having a single explanation. Detailed data
                      tically, driven by molecular diffusion of            intrusions are almost certainly affected by     from the techniques reported by Holbrook
                      heat. Similarly, where warm, salty water             salt fingers. Indeed, many characteristics      et al. (3) should help to narrow down the
                      lies underneath cool, fresh water (panel D,          of the intrusions, such as the density per-     mechanisms underlying ocean mixing.
                      blue areas), diffusive convection causes en-         turbations, suggest that fingers are driving
                      hanced upward heat flux (panel F).                   the layers. Yet, a new theory by Richards          References
                          The fluxes from these phenomena cause            and Edwards (4) shows that inertial insta-      1. A SOFAR (sound fixing and ranging) float drifts at a
                                                                                                                              depth of 1500 m while emitting coded sounds that
                      density changes in the intrusive layers              bility could convert the kinetic energy of         travel for thousands of kilometers. The time of arrival
                      (panel C) that can both create intrusions            ocean currents into intrusive motions--            of the sounds can be used to locate the drifter.
                      and drive them horizontally. In this way,            without the need for salt fingers. And May      2. L. Armi et al., J. Phys. Oceanogr. 19, 354 (1989).
                                                                                                                           3. W. S. Holbrook, P. Páramo, S. Pearse, R. W. Schmitt
                      layers as thick as the height of a building          and Kelley (5) have found that the potential       Science 301, 821 (2003).
                      are moved hundreds of kilometers by struc-           energy due to sloping density layers can al-    4. K. J. Richards, N. R. Edwards, in preparation.
                      tures that are as thin as an upraised arm.           so drive intrusions.                            5. B. D. May, D. E. Kelley, J. Phys. Oceanogr. 27, 1997
                          However, the story is more complicated               As the oceanographer Rob Pinkel once           (1997).
                                                                                                                           6. K. J. Richards, H. T. Banks, J. Geophys. Res. 107, 3231
                      than this, underscoring the need for the de-         said, having multiple explanations for a           (2002); published online 26 December 2002
                      tailed visualization techniques demonstrat-          phenomenon is not an improvement over              (10.1029/2001JC000971).

                      SOCIAL SCIENCE
                                                                                                                           day life, keep our network knowledge
                                                                                                                           small and nonrandom. Even prolific and
                              Ignorance, Knowledge, and                                                                    determined "networkers" cannot hope for
                                                                                                                           more.

                              Outcomes in a Small World                                                                       Yet, enduring fascination with the
                                                                                                                           "small world" phenomenon rests on the
                                                                                                                           perception that we are sharply impacted by
                                                              Mark Granovetter                                             the length of network paths. Short paths
                                                                                                                                           may bring their endpoints
                            hirty-six years ago, Stanley Milgram                                                                           new and better jobs (3) or

                      T     concluded from his "small world" ex-
                            periment that any individual is con-
                      nected to any other through a short chain of
                                                                                                                                           political favors, but also may
                                                                                                                                           lead to infection with a dread
                                                                                                                                           disease or the unwanted ex-
                      social ties, the average chain length being                                                                          posure of illicit or shameful
                      six people (1). On page 827 of this issue,                                                                           acts. The "small world" task
                      Dodds, Muhamad, and Watts (2) provide                                                                                of launching a message to-
                      the first large-scale replication of                                                                                 ward a target through an ac-
                      Milgram's experiment. Their analysis of                                                                              quaintance is a clever way
                      60,000 e-mail users--who were asked to                                                                               to estimate actual chain
                      reach 1 of 18 target persons in 13 countries                                                                         lengths. But it offers limited
                      by forwarding messages to acquaintanc-                                                                               evidence of how much peo-
                      es--suggests that Milgram's surprising re-                                                                           ple actually know about their
                      sults are robust. This excellent new study                                                                           networks, and how they nor-
                      raises but cannot resolve the important                                                                              mally use them.
                      question of how much people know about                                                                                   Dodds et al. suggest that
                      their own social networks and why this                                                                               in the "small world" task "all
                      matters.                                                                                                             targets may in fact be reach-
                          Milgram named the "small world prob-                                                                             able from random initial
                      lem" after the obligatory cocktail party re-                                                                         senders in only a few steps,"
                      sponse of strangers who unexpectedly dis-                                                                            but that small differences in
                      cover that they share an acquaintance.                                                                               incentives and confidence
                      Thus, the very name of the phenomenon                                                                                may produce large differ-
                      alludes to surprise at and ignorance of                                                                              ences in completion rates.
                      one's social network. Indeed, Milgram                                                                                Given the likely high level of
                      liked to recount that before his results be-         aration" has made the naiveté that amused       network ignorance, few can know the most
                      came well known, he would ask generally              Milgram rare. But it does not follow that       efficient way to complete a chain. Thus,
                      sophisticated audiences to guess how many            people now know more about their social         observed chain lengths are only an upper
                      personal acquaintance links were required            networks. Just 500 acquaintances require        bound on actual minima. We can expect re-
                      to connect randomly chosen endpoints in              more than 100,000 bits of information to        spondents to fashion strategies from the
                      the United States. Many guessed in the               track who knows whom, and if each ac-           very limited information offered to them
                      hundreds; hardly any imagined the half-              quaintance knows 500 others, there can be       about targets. If occupation and location
                      dozen or so of his and later experiments.            as many as a quarter of a million people at     are the most salient part of this informa-
                          Recent attention to "six degrees of sep-         one remove. Overlap in ties reduces these       tion, it is not surprising that, as Table 2 of
CREDIT: JOE SUTLIFF




                                                                           numbers but introduces structural com-          the Dodds et al. paper shows, respondents
                      The author is in the Department of Sociology,
                                                                           plexity that is equally if differently daunt-   channel the message through contacts who
                      Stanford University, Stanford, CA 94305­2047, USA.   ing. Limitations of cognition and time, not     match the target on these characteristics.
                      E-mail: mgranovetter@stanford.edu                    to mention competing obligations of every-      This produces the appearance of a network

                                                                 www.sciencemag.org      SCIENCE    VOL 301     8 AUGUST 2003                                                           773
      PERSPECTIVES
      where reachability depends on people as- cause such individuals are considerably                               while chain length is important, informa-
      signing nodes to "identity categories" more likely than others to be chosen in                                 tion reaches prospects who did not seek it
      [compare (4)], but is not good evidence network relations (6). Thus, the data                                  in about one out of three cases--more for
      that these cues are the most salient in may seriously understate the number of                                 better jobs (3). Though people contract
      everyday searches, where different, more hubs, making it difficult to assess the                               diseases when network distance to the al-
      complex and subtle                                             part they play in social                        ready-infected is short, few searched their
      information may be                                             searches. More gener-                           networks to achieve this outcome. Chain
      available.                                                     ally, close analysis of                         length and knowledge are critical, but the
          We should also in-        "Small-world studies             the characteristics of                          search complicated, when chain end-
      terpret with much cau-                                         the specific nodes that                         points have opposing goals, as when
      tion the conclusion of
                                   offer tantalizing leads           ended failed chains,                            searches are actively resisted by crimi-
      Dodds et al. that hubs          about connectivity             in comparison to spe-                           nals, mob informers, missing deposed
      (nodes with many                                               cific nodes that reached                        dictators or terrorist icons. Small-world
      links to others) are             and processes in              intended targets, might                         studies offer tantalizing leads about con-
      less relevant to social                                        tell us something be-                           nectivity and processes in natural net-
      searches than has been         natural networks..."            yond what can be                                works, but then need confirmation and
      suggested by Barabasi                                          learned by treating all                         enrichment by studies that emerge from
      (5) and others. This                                           nodes in all chains                             the laboratory to track actual networks.
      conclusion relies on                                           equally.                                        As in other branches of science, progress
      identifying hubs by respondents' reports       The broadest issue this research raises                         in understanding requires that tightly con-
      of whether they chose a particular ac- is what chain-length estimation experi-                                 trolled experiment and real-world com-
      quaintance to send on the message be- ments tell us about natural social process-                              plexity regularly and systematically in-
      cause that person had many friends. But es. They suggest the need to extend our                                form one another.
      when giving a single response justifying study to a wide range of situations where
      one's choice of contact, location and occu- network chain length actually matters. This                            References
      pation may seem more salient than num- requires far more information than we now                                1. S. Milgram, Psych. Today 2, 60 (May 1967).
                                                                                                                      2. P. S. Dodds, R. Muhamad, D. J. Watts, Science 301, 827
      ber of ties. Moreover, peoples' informa- have on what people know about their net-                                 (2003).
      tion about how many contacts one's works, how they use this knowledge during                                    3. M. Granovetter, Getting a Job: A Study of Contacts
      friends have is generally poor. Yet, it is searches, and how chain length impacts in-                              and Careers (Univ. of Chicago Press, Chicago, 1995).
                                                                                                                      4. D. J. Watts, P. S. Dodds, M. E. J. Newman, Science 296,
      likely that the choices respondents made dividuals even when the search is absent, as                              1302 (2002).
      were typically for individuals with a is common. Studies of how people find                                     5. A-.L. Barabasi, Linked (Perseus, Cambridge, MA, 2002).
      greater than average number of ties, be- jobs through social networks show that                                 6. S. L. Feld, Am. J. Sociol. 96, 1464 (1991).

      DEVELOPMENT
                                                                                                                     naling may control tissue sculpting through
                                                                                                                     selective cell death and survival.
           Longing for Ligand: Hedgehog,                                                                                 To initiate the cell death program, pro-
                                                                                                                     apoptotic dependence receptors require

              Patched, and Cell Death                                                                                preliminary cleavage of their intracellular
                                                                                                                     domain (at the DXXD site) by caspase en-
                                                                                                                     zymes. Thibert et al. present several lines
                                       Isabel Guerrero and Ariel Ruiz i Altaba                                       of evidence indicating that Ptc1 is a
                                                                                                                     proapoptotic dependence receptor. They
               ependence on developmental signals,                Thibert et al. (1) provide evidence suggest-       show that overexpression of Ptc1 in cul-

      D        like dependence on love, can have
               catastrophic effects. Being unloved
      or lost in a multicellular organism can lead to
                                                                  ing that the Patched1 (Ptc1) receptor is a de-
                                                                  pendence receptor that induces programmed
                                                                  cell death during chick neural tube develop-
                                                                                                                     tured cells induces apoptosis, which is
                                                                                                                     blocked by addition of Shh. In the develop-
                                                                                                                     ing chick neural tube, removal of the ven-
      self-inflicted death that people call suicide               ment in the absence of its ligand, the signal-     tral source of Shh causes massive cell
      and cells call apoptosis. But how do lost                   ing molecule Sonic hedgehog (Shh).                 death, which is rescued by expression of a
      cells recognize that they lack direction from                   During neural development in verte-            dominant-negative form of Ptc1 that inter-
      developmental signals? That job may belong                  brates, Shh is produced first by the noto-         feres with the proposed function of wild-
      to ligand dependence receptors that induce                  chord and later by the floor plate (see the fig-   type Ptc1 in apoptosis. Cleavage of Ptc1 by
      cells bearing them to undergo apoptosis if                  ure). A ventrodorsal gradient of Shh directs       caspase-3 exposes a carboxyl-terminal
      the receptor remains unoccupied by ligand.                  ventral patterning and cell differentiation        apoptotic domain. Transfecting cultured
      These receptors are thought to ensure the                   [reviewed in (2)]. The Thibert et al. results      cells with the carboxyl-terminal region of
      survival of cells that remain close to the                  provide insight into how the neural tube is        Ptc1 is sufficient to induce cell death. In
      source of the appropriate developmental sig-                shaped during development. In multicellular        this region, there is a conserved aspartic
      nal (the ligand), and the death of those cells              organisms, cells that are poorly positioned as     acid residue in human, mouse, and chick-
      that do not. On page 843 of this issue,                     a result of developmental errors can be elim-      en; mutation of this site (D1392N) in
                                                                  inated because of failure to receive cues in-      mouse Ptc1 prevents apoptosis when this
      I. Guerrero is in the Centro de Biología Molecular          structing them that they are in the correct lo-    receptor is unoccupied by ligand.
      "Severo Ochoa," CSIC-UAM, Universidad Autónoma de           cation [reviewed in (3)]. Given the wide-          Transfection of cultured cells with Ptc1
      Madrid, Madrid E-28049, Spain. E-mail: iguerrero@
      cbm.uam.es A. Ruiz i Altaba is in the Skirball Institute,
                                                                  spread importance of hedgehog (Hh) signal-         truncated at the caspase-cleavage site in-
      New York University School of Medicine, New York, NY        ing during development, the results of             duces apoptosis that cannot be rescued by
      10016, USA. E-mail: ria@saturn.med.nyu.edu                  Thibert et al. suggest how Ptc1 and Shh sig-       addition of Shh.

774                                                     8 AUGUST 2003       VOL 301     SCIENCE      www.sciencemag.org