{"id":"W2170129887","doi":"10.1098/rstb.2009.0165","title":"The face is not an empty canvas: how facial expressions interact with facial appearance","year":2009,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Face Recognition and Perception","field":"Neuroscience","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Facial expression; Psychology; Face (sociological concept); Emotional expression; Perception; Cognitive psychology; Expression (computer science); Personality; Interpretation (philosophy); Social psychology; Communication; Computer science; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004682014,0.000217862,0.0002280914,0.0000163222,0.00247168,0.0001795078,0.001038672,0.0001805208,0.0002134797],"category_scores_gemma":[0.0001810932,0.00009232575,0.0004097284,0.0005208406,0.002473266,0.0002549956,0.00002678669,0.0005497838,0.0000164131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003419907,"about_ca_system_score_gemma":0.00005723271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002652453,"about_ca_topic_score_gemma":0.0000101279,"domain_scores_codex":[0.9976696,0.0004010194,0.0002750642,0.0005863285,0.0006605252,0.0004074241],"domain_scores_gemma":[0.9990461,0.0002998496,0.0001545696,0.0002867717,0.00005791626,0.0001548147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001304812,0.002625586,0.002434941,0.00003082067,0.00007199342,0.000003610241,0.008467653,0.008057508,0.7249934,0.005055909,0.000674261,0.2462795],"study_design_scores_gemma":[0.005045845,0.01457256,0.170009,0.0006262963,0.0002398963,0.0001152823,0.01189512,0.1005659,0.562544,0.1056064,0.02489007,0.003889725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8920362,0.00002617559,0.005938357,0.10023,0.0002834128,0.0004306788,0.0001627453,0.00009247815,0.0008000108],"genre_scores_gemma":[0.9964464,0.0001222608,0.000222142,0.002928101,0.0001199968,0.00001918986,9.737861e-7,0.000004212315,0.0001367583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2423898,"threshold_uncertainty_score":0.998827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139732731847675,"score_gpt":0.3172104505010195,"score_spread":0.203237177316252,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}