{"id":"W1876644377","doi":"10.18357/tar41201312681","title":"Mirror, Mirror on the Screen, What Does All this ASCII Mean?: A Pilot Study of Spontaneous Facial Mirroring of Emotions","year":2013,"lang":"en","type":"article","venue":"The Arbutus Review","topic":"Digital Communication and Language","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Facial expression; Paralanguage; Psychology; Gesture; Imitation; Perception; Affect (linguistics); Nonverbal communication; Communication; Expression (computer science); Mirroring; Cognitive psychology; Linguistics; Social psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008647221,0.0001798679,0.0003749377,0.00005165959,0.0001501608,0.0001629397,0.002669716,0.00001746311,0.000339205],"category_scores_gemma":[0.0001410026,0.00008336224,0.0001183009,0.0003912727,0.0001046169,0.0004991781,0.0005751431,0.0001915671,0.0002611277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002176197,"about_ca_system_score_gemma":0.00002874404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00230976,"about_ca_topic_score_gemma":0.001514924,"domain_scores_codex":[0.9980372,0.0005505338,0.000519533,0.0002367512,0.0004417543,0.0002142151],"domain_scores_gemma":[0.9967781,0.0004140073,0.0003184743,0.002276515,0.0001516211,0.00006123883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001635691,0.01345503,0.0002481376,0.002899097,0.001247237,0.0001234728,0.07094628,0.000005721562,0.00964878,0.2417493,0.003586508,0.6559268],"study_design_scores_gemma":[0.00889615,0.03168356,0.07923914,0.05963267,0.002146027,0.00126875,0.05105008,0.004304413,0.005483559,0.02734275,0.7226229,0.006330056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8708972,0.04575518,0.0001320961,0.0255096,0.0003961853,0.006635564,0.00002056633,0.0002497063,0.05040395],"genre_scores_gemma":[0.9879857,0.008360095,0.0005847035,0.00234685,0.000003246414,0.0000894269,0.000002312793,0.00001151232,0.0006161631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7190363,"threshold_uncertainty_score":0.4961041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07564292117658956,"score_gpt":0.3008896094461847,"score_spread":0.2252466882695952,"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."}}