{"id":"W1989722317","doi":"10.4018/jcini.2008010106","title":"A Relative Fractal Dimension Spectrum for a Perceptual Complexity Measure","year":2008,"lang":"en","type":"article","venue":"International Journal of Cognitive Informatics and Natural Intelligence","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Measure (data warehouse); Fractal dimension; Kullback–Leibler divergence; Fractal; Bounded function; Dimension (graph theory); Scalar (mathematics); Mathematics; Computer science; Pattern recognition (psychology); Artificial intelligence; Mathematical analysis; Geometry; Combinatorics; Data mining","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":[],"consensus_categories":[],"category_scores_codex":[0.0004841208,0.0001424223,0.000220708,0.000238821,0.0001545824,0.0001275712,0.0005245577,0.00005580004,0.00001116905],"category_scores_gemma":[0.0008026697,0.0001096151,0.0001379023,0.0001343175,0.0002165421,0.001842,0.0001417077,0.0003733938,0.000005971231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005035322,"about_ca_system_score_gemma":0.0001047544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005529525,"about_ca_topic_score_gemma":0.000001863758,"domain_scores_codex":[0.9984674,0.00006142166,0.0006227354,0.00009363158,0.0005910462,0.0001638075],"domain_scores_gemma":[0.9967024,0.000874456,0.0004906009,0.00006602923,0.001779541,0.00008699421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003876177,0.0006722084,0.001099914,0.00007443187,0.00160199,0.0006686026,0.09688754,0.0003080261,0.004481333,0.1336325,0.001172027,0.7555253],"study_design_scores_gemma":[0.005658302,0.003756321,0.01143138,0.001961158,0.0001576373,0.01713992,0.004753031,0.5910026,0.1335455,0.2271762,0.00197396,0.001443948],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1755845,0.0002814082,0.8225583,0.0004290968,0.0007348567,0.0001113485,0.00001462995,0.00001068589,0.0002751929],"genre_scores_gemma":[0.8746417,0.0001289882,0.124481,0.000553545,0.0001353103,0.000001092946,0.000004714009,0.000004294439,0.00004933209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7540814,"threshold_uncertainty_score":0.4469974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05849544220235214,"score_gpt":0.32982544971023,"score_spread":0.2713300075078778,"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."}}