{"id":"W4415195909","doi":"10.3390/vision9040088","title":"Comparing Visual Search Efficiency Across Different Facial Characteristics","year":2025,"lang":"en","type":"article","venue":"Vision","topic":"Face Recognition and Perception","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Facial recognition system; Identity (music); Face (sociological concept); Visual search; Outcome (game theory); Face perception","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":[],"consensus_categories":[],"category_scores_codex":[0.0001190712,0.00009506528,0.0001262067,0.00007996253,0.0003153421,0.0001305528,0.0001212054,0.00005701946,0.0001863806],"category_scores_gemma":[0.000119831,0.00008085103,0.00004598699,0.0002243781,0.00007012807,0.00007965689,0.000124197,0.0001639625,0.000448514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004507412,"about_ca_system_score_gemma":0.00001447947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007668207,"about_ca_topic_score_gemma":0.00000462994,"domain_scores_codex":[0.9989934,0.00008995033,0.000166647,0.0002761555,0.000232204,0.0002416562],"domain_scores_gemma":[0.9997036,0.00008400582,0.00002619831,0.0001056594,0.00002819859,0.00005229342],"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":[0.00006294859,0.0002445744,0.009204595,0.00003372649,8.764982e-7,0.000002935157,0.0005388496,0.00001171854,0.8032342,0.0001714321,0.0001086372,0.1863855],"study_design_scores_gemma":[0.0008598698,0.0002344811,0.6632101,0.0001431222,0.000005675531,0.000003707004,0.0002203455,0.07052682,0.2610383,0.00006516025,0.003464567,0.0002279172],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932165,0.00000289463,0.003246331,0.0001419078,0.0005954031,0.0001376512,0.00001618054,0.0000890373,0.002554137],"genre_scores_gemma":[0.9989251,0.00003626067,0.000008658444,0.0002555181,0.00004879567,0.000004148802,0.00001226067,0.000005722588,0.0007035403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6540055,"threshold_uncertainty_score":0.5764889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06592252069498651,"score_gpt":0.3970950518507235,"score_spread":0.331172531155737,"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."}}