{"id":"W4416389853","doi":"10.1101/2025.11.17.688735","title":"Subliminal beauty engages the brain’s valuation circuits","year":2025,"lang":"","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Research Executive Agency; HORIZON EUROPE Framework Programme; Fundação Bial; European Commission","keywords":"Subliminal stimuli; Ventromedial prefrontal cortex; Attractiveness; Perception; Fusiform face area; Face perception; Consciousness; Stimulus (psychology); Neural correlates of consciousness","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002320213,0.0001222275,0.0001653266,0.0001031523,0.0001064784,0.0006671437,0.0001440932,0.0001688196,0.001236312],"category_scores_gemma":[0.0008296504,0.0001033167,0.0001554123,0.00006403368,0.000333588,0.0004463462,0.0002546684,0.0003470585,0.00005929935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002543569,"about_ca_system_score_gemma":0.0001220093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004175175,"about_ca_topic_score_gemma":0.0004406573,"domain_scores_codex":[0.9998897,0.0000241201,0.000003885387,0.00003021031,0.00003466451,0.00001728352],"domain_scores_gemma":[0.9997484,0.00007912492,0.00006179239,0.00004152543,0.00003108865,0.00003812252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006593951,0.000141298,0.01069405,0.0000785689,0.0000724524,0.0002072802,0.0004606241,0.001329146,0.940206,0.008832842,0.000261632,0.03705681],"study_design_scores_gemma":[0.0001300617,0.001290746,0.7476116,0.00003142126,0.000119642,0.0008297744,0.0004553343,0.0428294,0.1635361,0.04051102,0.002607981,0.00004683352],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910983,0.00008278613,0.004777116,0.0001014609,0.00001022482,0.000007829042,0.00001822466,0.00002033307,0.003883533],"genre_scores_gemma":[0.9986596,0.00002491468,0.0009734758,0.00001483078,0.000004002592,0.000002484688,0.000009328083,0.000004624757,0.0003066381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001236312,"threshold_uncertainty_score":0.004135907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04881281492115885,"score_gpt":0.3054925776865008,"score_spread":0.2566797627653419,"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."}}