{"id":"W1986326237","doi":"10.1080/17513470701585902","title":"Evolutionary computation to search Mandelbrot sets for aesthetic images","year":2007,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"University of Guelph","keywords":"Mandelbrot set; Computation; Mathematics; Artificial intelligence; Combinatorics; Computer science; Algorithm; Fractal; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001690796,0.00004931632,0.0001327188,0.00008179536,0.0001743115,0.00003664322,0.0002010577,0.00002240822,6.151679e-7],"category_scores_gemma":[0.00006408292,0.00002835557,0.00004570339,0.00007513386,0.00007727025,0.00007471497,0.00008716559,0.00007304916,0.000002009347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001077284,"about_ca_system_score_gemma":0.00001409251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.063514e-7,"about_ca_topic_score_gemma":0.000001355702,"domain_scores_codex":[0.9994476,0.00001249618,0.0002231335,0.000054461,0.0001439091,0.0001183977],"domain_scores_gemma":[0.999322,0.0003032093,0.0001044468,0.00009560034,0.0001384373,0.00003630676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007492187,0.0001637895,0.00008163379,0.00007094324,0.00006735427,0.00002298699,0.01363438,0.0002182584,0.00008612183,0.9034056,0.009139808,0.07303417],"study_design_scores_gemma":[0.001531921,0.0003088645,0.002035572,0.00008775453,0.00002454479,0.0009917704,0.001082889,0.02606363,0.0002389193,0.9649076,0.002618853,0.0001076945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1454579,0.0002973386,0.8464717,0.007214997,0.00009326433,0.0001327406,3.852719e-7,0.000009398732,0.0003223044],"genre_scores_gemma":[0.7676433,0.00002316555,0.2320687,0.0001884391,0.00002420392,0.000001904747,5.262796e-8,0.000002413018,0.00004787141],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6221853,"threshold_uncertainty_score":0.1340681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02876549386413919,"score_gpt":0.3045064258830775,"score_spread":0.2757409320189383,"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."}}