Table 2.
Moderationa | Study | Measurementb | Time per stimulusc | Measurement periodd | Stimulie | Expressionsf | Sourceg | Sitesh | Nh |
---|---|---|---|---|---|---|---|---|---|
Social inter-action; gender | Hess and Bourgeois, 2010 (Study 1) | EMG | 30–625 s (M = 183 s) |
15 s time bins | Live interaction | ha, an | n/a | Zyg, Corr, Orb, Lev | 96 same sex dyads (48 f) |
Social inter-action; gender | Hess and Bourgeois, 2010 (Study 2) | EMG | 30–856 s (M = 185 s) |
15 s time bins | Live interaction | ha, an | n/a | Zyg, Corr, Orb, (Lev) | 72 mixed sex dyads |
Social inter-action; gender | Hinsz and Tomhave, 1991 | Direct coding | n/a | Relative frequencies | Live interaction | ha, an, ne | Own | KJ79 | 1095 (483 m, 612 f) |
Social interaction | Heerey and Crossley, 2013 (Study 1) | FACES | 300 s | 300 s | Live interaction | Genuine and polite smiles | n/a | KS07 | 48 same sex dyads (24 f) |
Social interaction | Heerey and Crossley, 2013 (Study 2) | EMG | 4 s | 2 s/2 s | Static | Genuine and polite smiles | Own | Zyg, Corr, Orb | 35 (85% f, 15% m) |
Cognitive load | Cannon et al. (2009) | EMG | 1 s | 300–1000 ms | Static | ha, an | MBFSS | Zyg, Corr | 46 f |
Cognitive load | Hess et al., 1998 (Study 1) | EMG | 10 s | 10 s | Static | ha, an, dis | JACFEE | Zyg, Corr | 48 f |
Cognitive load | Hess et al., 1998 (Study 2a+2b) | EMG | 10 s | 10 s | Static | ha, an, dis | JACFEE | Zyg, Corr, Orb, (Lev) | 90 f |
Empathy | Sonnby-Borgström, 2002 | EMG | 17 ms–6 s | Not specified | Static | ha, an | EF1 | Zyg, Corr | 43 (21 m, 22 f) |
Empathy | Sonnby-Borgström et al., 2003 | EMG | 17, 56, 2350 ms | 2.5 s | Static | ha, an | EF1 | Zyg, Corr | 61 (33 m, 28 f) |
Empathy | Dimberg et al., 2011 | EMG | 5 s | 5 s | Static | ha, an | EF2 | Zyg, Corr | 144 (72 m, 72 f) |
Empathy; current state | Hermans et al., 2006 | EMG | 6 s | 6 s; 500 ms time bins | Morph | ha, an, ne | EF2/KDEF | Zyg, Corr | 20 f |
Attachment style | Sonnby-Borgström and Jönsson, 2004 | EMG | 17–2350 ms | 2.5 s | Static | ha, an | EF1 | Zyg, Corr | 62 (33 m, 28 f) |
Social anxiety | Dimberg and Christmanson, 1991 | EMG | 8 s | 8 s | Static | ha, an, ne | EF2 | Zyg, Corr | 30 (gender unspecified) |
Social anxiety | Dimberg, 1997 | EMG | 8 s | 8 s | Static | ha, an | EF2 | Zyg, Corr | 16 f |
Social anxiety | Dimberg and Thunberg, 2007 | EMG | 1 s | 1 s; 500 ms time bins | Static | ha, an | EF2 | Zyg, Corr | 56 f |
Social anxiety; gender | Vrana and Gross, 2004 | EMG | 8 s | 8 s | Static | ha, an, ne | EF2 | Zyg, Corr | 19 |
Gender | Dimberg and Lundquist, 1990 | EMG | 8 s | 8 s | Static | ha, an | EF2 | Zyg, Corr | 48 (24 m, 24 f) |
Gender; eye gaze | Soussignan et al., 2013 | EMG | 2 s | 2 s; 100 ms time bins | Morph | ha, an, fe, sad, ne | Poser | Zyg, Corr, Front, Dep | 31 (17 f, 14 m) |
Age | Bailey et al., 2009 | EMG | 5 s | 200–500 ms; 500–800 ms | Static | ha, an, ne | EF2 | Corr | 35 younger, 35 older |
Age | Bailey and Henry, 2009 | EMG | 14/42 ms (young/older adults) | 200–800 ms | Static | ha, an, ne | EF1 | Zyg, Corr | 46 younger, 40 older |
Age | Hühnel et al., 2014 | EMG | 20 s | 20 s; 1 s time bins | Video | ha, an, sad, dis | Own | Zyg, Corr, Orb, Lev | 39 older f, 39 younger f |
Age; ingroup vs. outgroup | Ardizzi et al., 2014 | EMG | 4+1 s | 5 s; 500 ms time bins | Dynamic + static | ha, an, fe, sad, ne | Own | Zyg, Corr | 20 teenagers; 20 adults |
Current mood state | Moody et al., 2007 (Study 1) | EMG | 1 s | 1 s in 100 ms epochs | Static | an, fe, ne | EF2 | Corr, Front | 48 (6 m, 42 f) |
Current mood state | Moody et al., 2007 (Study 2) | EMG | 1 s | 500–1000 ms | Static | an, fe, ne | EF2 | Corr, Front | 39 (12 m, 27 f) |
Current mood state | Likowski et al., 2011b | EMG | 6 s | 6 s | Static | ha, an, sad, ne | Poser | Zyg, Corr, Front | 60 f |
Eye gaze | Rychlowska et al., 2012, Study 3 | EMG | 8 s | 500–1500 ms | Static | ha, ne | Own | Zyg | 27 f |
Current state | Harrison et al., 2010 | EMG | ≥1 s | 500–1000 ms | Static | ha, sad, an | KDEF | Zyg, Corr | 40 (26 m, 14 f) |
Eye gaze; gender | Schrammel et al., 2009 | EMG | 3 s morph, 5.5 s total | 500–1000 ms after apex | Morph | ha, an, ne | Poser | Zyg, Corr | 44 (22 m, 22 f) |
Dynamic expressions | Rymarczyk et al., 2011 | EMG | 1.5 s | 1,5 s; 500 ms time bins | Static/morph | ha, an | MSFDE | Zyg, Corr | 27 (12 m, 15 f) |
Dynamic expressions | Sato and Yoshikawa, 2007 | FACS | 1520 ms | 2.5 s | Static/morph | ha, an | Own | AU4, 12 | 18 (9 m, 9 f) |
Dynamic expressions | Sato et al., 2008 | EMG | 1520 ms | 2.5 s | Static/morph | ha, an | Own | Zyg, Corr | 29 (11 m, 18 f) |
Dynamic expressions | Weyers et al., 2006 | EMG | 1 s | 1.5 s; 500 ms time bins | Static/morph | ha, an, ne | Poser | Zyg, Corr | 48 f |
Familiarity | Fischer et al., 2012 | FACS | n/a | n/a | Live setting | dis, pride | n/a | AU 4, 9, 10, 12, 43 | 112 f (56 dyads) |
Familiarity | Häfner and Ijzerman, 2011 (Study 1) | EMG | 2 s | 2 s; 1 s time bins | Static (averaged) | ha, an | KDEF; Own | Zyg, Corr | 23 dyads |
Attitudes | Likowski et al., 2008 | EMG | 6 s | 6 s | Static | ha, sad, ne | Poser | Zyg, Corr | 25 f |
Attitudes; empathy | Sims et al., 2012 | EMG | 4 s (apex at 2–3 s) | 2000–4000 ms | Video | ha, an | TIGTE | Zyg, Corr | 33 (7 m, 26 f) |
Attitudes; empathy | Aguado et al., 2013 | EMG | 1 s | 1 s; 100 ms time bins | Static | ha, an, ne | KDEF | Zyg, Corr | 57 (9 m, 48 f) |
Cooperation/competition empathy | Likowski et al., 2011a | EMG | 6 s | 6 s | Static | ha, an, sad, ne | Poser | Zyg, Corr, Orb | 77 f |
Cooperation/competition | Seibt et al., 2013 | EMG | 6 s | 6 s | Static | ha, an, sad, ne | Poser | Zyg, Corr, Orb | 84 f |
Cooperation/competition | Weyers et al., 2009 | EMG | 8 s | 8 s; 1 s time bins | Static | ha, sad, ne | Poser | Zyg, Corr | 49 f |
Fairness | Hofman et al., 2012 | EMG | 2/4 s | Bl 1+3: 4 s; Bl 2: 2 s | Morph + static | ha, an | EF2 | Zyg, Corr | 30 f |
Power relationships | Carr et al., 2014 | EMG | 5 s | 5 s; 500 ms time bins | Video | ha, an | MMI | Zyg, Corr | 55 (82% f) |
Ingroup vs. outgroup | McHugo et al., 1991 | EMG | 32–40 s | First 30 s | Video | ha, an, ne | Own | Zyg, Corr, Orb | 100 (46 m, 54 f) |
Ingroup vs. outgroup | McHugo et al., 1985 | EMG | 37–74 s | First (after 5 s) and last 15 s | Video | ha, an, fe, ne | Own | Zyg, Corr | 40 (31 m, 9 f) |
Ingroup vs. outgroup | Bourgeois and Hess, 2008 (Study 1) | EMG | M = 13.2 s | M = 13.2 s | Video | ha, an | Own | Zyg, Corr, Orb | 54 (19 m, 25 f, 10?) |
Ingroup vs. outgroup | Bourgeois and Hess, 2008 (Study 2) | EMG | Not specified | Not specified | Static | ha, an, sad | MSFDE | Zyg, Corr, Orb, Lev | 60 m |
Ingroup vs. outgroup | Mondillon et al., 2007 (Study 1) | RPA | 400–1600 ms | n/a | Static | an, ne | MSFDE | n/a | 47 f |
Ingroup vs. outgroup | Mondillon et al., 2007 (Study 2) | RPA | 400–1600 ms | n/a | Static | an, ne | MSFDE | n/a | 41 f |
Ingroup vs. outgroup | van der Schalk et al., 2011 (Study 1) | EMG | 5 s | 5 s | Static | ha, an, fe | Not specified | Corr, Orb | 42 f |
Ingroup vs. outgroup | van der Schalk et al., 2011 (Study 2) | FACS | ~5 s (apex at 1 s) | ~ 5 s | Video | ha, an, fe | Not specified | AU 4, 5, 6, 10, 12 | 153, (gender unspecified) |
Social exclusion | (Kawamoto et al., 2014) | EMG, ERP | 1 s | 1 s | Static | ha, dis, ne | ATR | Zyg, Corr | 42 (22 m, 20 f) |
The first keyword refers to the section where the study is mainly discussed, the second keyword to another mention within the review.
EMG, Electromyogram; FACES, Facial Expression Coding System (Kring and Sloan, 2007); FACS, Facial Action Coding System (Ekman and Friesen, 1978a); RPA, response prediction accuracy; ERP, event related potential.
per expression (where suitable time at apex of expression).
total period of facial response measurement, if applicable, length of individual measurement bins. Ranges refer to time after stimulus onset (e.g., 300–1000 ms means measurement started 300 ms after stimulus onset and went on for 700 ms).
morph: dynamic transition, usually from neutral to emotional expression, with first and last frame taken from photos or generated by the researcher, and transitional frames generated by the software.
ha, happy; an, angry; ne, neutral; fe, fearful; dis, disgusted.
Name of the stimulus set or software to generate the stimuli. Own, stimulus material created by the authors; MBFSS, MacBrain Face Stimulus Set (http://www.macbrain.org/resources.htm); JACFEE, Japanese and Caucasian Facial Expressions of Emotion (Matsumoto and Ekman, 1988); EF1, Unmasking the Face (Ekman and Friesen, 1978b); EF2, Pictures of Facial Affect (Ekman and Friesen, 1976); KDEF, Karolinska Directed Emotional Faces (Lundqvist et al., 1998); Poser, computer generated faces (Poser software, Curious Labs, Santa Cruz, CA); MSFDE, Montreal Set of Facial Displays of Emotion (Beaupré and Hess, 2005); TIGTE, Mindreading: The Interactive Guide to Emotions (Baron-Cohen et al., 2004); MMI, Facial Expression Database (Pantic et al., 2005); ATR, Facial Expression Database (DB99, ATR Promotions, Kyoto, Japan).
Sites for EMG electrodes; Action units for FACS coding: Zyg, Zygomaticus major; Corr, Corrugator; Orb, Orbicularis Oculi; Dep, Depressor anguli oris, Lev, Levator labii; Front, Frontalis; KS07, Coding according to Kring and Sloan (2007); KJ79, response scoring according to Kraut and Johnston (1979).