{"id":"W1470622753","doi":"10.1167/15.12.531","title":"Visual Distortions Induced by Simple and Complex Shapes","year":2015,"lang":"en","type":"article","venue":"Journal of Vision","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Distortion (music); Perception; Artificial intelligence; Computer vision; Stimulus (psychology); Illusory contours; Visual space; Optics; Line (geometry); Physics; Geometry; Visual perception; Computer science; Optical illusion; Mathematics; Psychology; Neuroscience; Cognitive psychology; Bandwidth (computing)","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":[0.0003146701,0.0003764516,0.0002674741,0.0005041788,0.0001651859,0.0005984386,0.000251554,0.0003000508,0.002806749],"category_scores_gemma":[0.004076533,0.0002691631,0.000319523,0.0002326178,0.000674897,0.0005898243,0.001065513,0.0005560921,0.000159531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831842,"about_ca_system_score_gemma":0.0001478531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003408011,"about_ca_topic_score_gemma":0.0003363049,"domain_scores_codex":[0.9993883,0.00008457046,0.00005303551,0.0001103343,0.0003076806,0.00005595313],"domain_scores_gemma":[0.9977474,0.000902688,0.0005588995,0.000424103,0.000184418,0.0001823968],"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":[0.001331726,0.00004844224,0.004496134,0.0001529972,0.00004302818,0.0001579172,0.0002012679,0.001274195,0.9774551,0.0007809608,0.0001194131,0.0139388],"study_design_scores_gemma":[0.0002370073,0.003087793,0.4895958,0.00008999883,0.0001331456,0.004291662,0.0006165043,0.01256068,0.4816666,0.004089916,0.003511261,0.000119656],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916987,0.000199137,0.005489347,0.00002712009,0.00001653681,0.0000413407,0.0000829995,0.00006842207,0.002376338],"genre_scores_gemma":[0.9957433,0.0001023241,0.003673356,0.00003402412,0.000007135177,0.00001892596,0.00009484464,0.00004171849,0.0002842829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002806749,"threshold_uncertainty_score":0.00938952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1361538340225092,"score_gpt":0.4082473314647169,"score_spread":0.2720934974422077,"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."}}