{"id":"W1989797211","doi":"10.3389/fncom.2011.00033","title":"Visual Representation Determines Search Difficulty: Explaining Visual Search Asymmetries","year":2011,"lang":"en","type":"article","venue":"Frontiers in Computational Neuroscience","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Visual search; Visual cortex; Computer science; Stimulus (psychology); Variety (cybernetics); Coding (social sciences); Set (abstract data type); Cognitive psychology; Artificial intelligence; Psychology; Neuroscience; Mathematics","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":[0.001182849,0.000318776,0.0005341585,0.0006771284,0.0001704533,0.0009887199,0.0006400366,0.0007617141,0.002190196],"category_scores_gemma":[0.01064055,0.0002360991,0.0003137061,0.0004784525,0.001315051,0.002874222,0.001035022,0.0006882577,0.0002572168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003575674,"about_ca_system_score_gemma":0.0001717642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003079195,"about_ca_topic_score_gemma":0.0002570138,"domain_scores_codex":[0.9995942,0.0001013009,0.00003799824,0.00008477168,0.0001089535,0.00007286508],"domain_scores_gemma":[0.9934188,0.004276786,0.001023268,0.0008486829,0.0002291572,0.0002032372],"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":[0.001420085,0.0002347535,0.07185894,0.0007727862,0.0001009779,0.001344121,0.001605947,0.04408794,0.5101426,0.2372479,0.001200621,0.1299834],"study_design_scores_gemma":[0.0001320333,0.0002718235,0.115678,0.00006326265,0.00006610505,0.00163701,0.0004612631,0.3692607,0.04571433,0.4657295,0.0008924957,0.00009352333],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8613096,0.0004729785,0.1297738,0.0005480871,0.00001777216,0.00004510897,0.000174547,0.0001744069,0.007483626],"genre_scores_gemma":[0.9951249,0.00008464672,0.004490917,0.00003130176,0.00001140523,0.00001524797,0.00004440916,0.00002999111,0.0001672949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002190196,"threshold_uncertainty_score":0.007326961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138951362097745,"score_gpt":0.3756313030565888,"score_spread":0.2366799409588438,"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."}}