{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006926153,0.0002427211,0.0002320853,0.002633527,0.0004269254,0.001578774,0.0003483845,0.0005053029,0.002810062],"category_scores_gemma":[0.003292911,0.0001500077,0.0003307321,0.001612343,0.002109959,0.001264651,0.0004135871,0.0004859352,0.0003281457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006501185,"about_ca_system_score_gemma":0.0002534566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062982,"about_ca_topic_score_gemma":0.0007635058,"domain_scores_codex":[0.9996505,0.0001009592,0.00001555712,0.00005191788,0.0001474139,0.00003359283],"domain_scores_gemma":[0.9990096,0.0004783192,0.000157973,0.0001479581,0.0001730851,0.00003316221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00009362424,0.00005906103,0.004331409,0.0003842932,0.00005337093,0.000625472,0.002421797,0.02053128,0.04432401,0.7141535,0.002144037,0.2108781],"study_design_scores_gemma":[0.00002395924,0.000151043,0.05451126,0.0001245394,0.0000396977,0.001716594,0.001132786,0.2105512,0.008894171,0.7007427,0.02201963,0.00009252704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4437642,0.008974221,0.49899,0.001582035,0.0002480485,0.00009053377,0.0001778872,0.0003536478,0.04581947],"genre_scores_gemma":[0.9344131,0.001573273,0.05989665,0.00006640422,0.0001277634,0.00003785807,0.00007028301,0.00003691939,0.00377775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002810062,"threshold_uncertainty_score":0.009400606,"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."}}