{"id":"W1998584038","doi":"10.1103/physreve.72.046101","title":"Multifractal structure in nonrepresentational art","year":2005,"lang":"en","type":"article","venue":"Physical Review E","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Multifractal system; Movement (music); Fractal; Artificial intelligence; Fractal analysis; Computer vision; Luminance; Signature (topology); Computer science; Pattern recognition (psychology); Fractal dimension; Mathematics; Geometry; Art; Mathematical analysis; Aesthetics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003865711,0.00007043984,0.000156478,0.0000226958,0.0000238332,0.00001033163,0.0001052723,0.000009708121,0.001249715],"category_scores_gemma":[0.000201998,0.0000544989,0.00009454326,0.0002254969,0.00004067818,0.0001158561,0.00002297578,0.0001118417,0.001429267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001841541,"about_ca_system_score_gemma":0.000009979877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001892213,"about_ca_topic_score_gemma":0.000006178887,"domain_scores_codex":[0.9992732,0.00007173834,0.0001311068,0.0002041852,0.0002111687,0.0001086],"domain_scores_gemma":[0.9997436,0.00003334221,0.00003675,0.0001264982,0.000009991035,0.0000498505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009937829,0.0006631867,0.0005445384,0.0001487281,0.000002119846,0.00001594838,0.0002642587,0.0003990805,0.3822045,0.01265839,0.005765573,0.5973237],"study_design_scores_gemma":[0.001897086,0.00009591457,0.03256379,0.001434637,0.0001451746,0.00009412991,0.00005086323,0.1625608,0.04622305,0.01941459,0.7342055,0.001314459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852336,0.0004437896,0.00007573779,0.006603437,0.00002184749,0.0001551689,0.000007909577,0.0000290866,0.007429442],"genre_scores_gemma":[0.9923173,0.001571746,0.00008026255,0.00558703,0.0001180069,0.000008186735,0.000006100852,0.000004676385,0.0003067002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7284399,"threshold_uncertainty_score":0.9996633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388347916626797,"score_gpt":0.3739918234421794,"score_spread":0.3401083442759114,"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."}}