{"id":"W4322757697","doi":"10.1111/bjop.12641","title":"Pain in the eye of the beholder: Variations in pain visual representations as a function of face ethnicity and culture","year":2023,"lang":"en","type":"article","venue":"British Journal of Psychology","topic":"Cultural Differences and Values","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Université du Québec à Montréal","funders":"Canada Research Chairs","keywords":"Psychology; Ethnic group; White (mutation); Perception; Stimulus (psychology); Face (sociological concept); Facial expression; Face perception; Developmental psychology; Social psychology; Cognitive psychology; Communication; Sociology; Neuroscience; Anthropology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00247517,0.00006950196,0.0002039779,0.0001087605,0.0000567936,0.0000160122,0.0002201517,0.0001294052,0.0001481859],"category_scores_gemma":[0.0005496668,0.00004812551,0.00009389317,0.000621995,0.0001306681,0.00006660011,0.00002581314,0.0003943812,0.000002572076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008525993,"about_ca_system_score_gemma":0.00001659892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008105359,"about_ca_topic_score_gemma":0.001384597,"domain_scores_codex":[0.9970855,0.001955008,0.0005185611,0.0001388777,0.0001591626,0.0001428519],"domain_scores_gemma":[0.9990928,0.0003318958,0.0003353623,0.000128633,0.00008777702,0.00002353675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004097774,0.00164856,0.5743448,0.0000633478,0.0002705086,0.0002261561,0.05454667,0.0001530107,0.009480652,0.006432598,0.09687883,0.2555451],"study_design_scores_gemma":[0.0008011655,0.0004123003,0.9838812,0.00009261662,0.00002193497,0.0002135436,0.007310214,0.00004440089,0.00000503132,0.006446268,0.0007242404,0.00004708305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940181,0.0007449711,0.0005563443,0.003473456,0.0003495863,0.0001736755,0.00001587105,0.000004527932,0.0006634339],"genre_scores_gemma":[0.9985678,0.0003647903,0.00003879895,0.0005816547,0.00006305674,0.00001047874,0.000005444032,0.000005077264,0.0003628604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4095364,"threshold_uncertainty_score":0.1962501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0855849584758712,"score_gpt":0.4244249264113372,"score_spread":0.3388399679354659,"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."}}