{"id":"W2363066417","doi":"","title":"Application and Development of Fractal Theory in the Field of Material Science","year":2000,"lang":"en","type":"article","venue":"","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Fractal; Fractal dimension; Fractal dimension on networks; Field (mathematics); Field theory (psychology); Fractal derivative; Fractal analysis; Statistical physics; Mathematics; Materials science; Physics; Mathematical analysis; Pure mathematics","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":[0.0004006485,0.0000200341,0.00003081908,0.00003439338,0.00004079278,0.00002350355,0.0001963334,0.00001017654,0.00001772286],"category_scores_gemma":[0.000007907063,0.00001253931,0.000002886804,0.0001377329,0.00008268175,0.0001693865,0.00001982493,0.00001782032,9.490548e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002472936,"about_ca_system_score_gemma":0.00006850852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008891732,"about_ca_topic_score_gemma":0.000001550942,"domain_scores_codex":[0.9997009,0.00001158666,0.00009065343,0.00007388752,0.0000803079,0.00004264636],"domain_scores_gemma":[0.9998415,0.00003136918,0.00002565476,0.00007941588,0.00001666026,0.000005456827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003612483,0.000009967054,0.0002089146,0.000005816832,2.861594e-7,3.67632e-8,0.001257231,0.000001175212,0.008313039,0.004873857,0.000002448135,0.9853236],"study_design_scores_gemma":[0.0001601564,0.00003449103,0.01856994,0.00002061949,9.628326e-7,0.00002102657,0.0003087991,0.00668817,0.9631066,0.01067154,0.0003449171,0.00007274697],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7388984,0.000008097113,0.257368,0.00007997947,0.00002543811,0.00003283956,6.007492e-8,0.000005657793,0.003581563],"genre_scores_gemma":[0.9514792,0.000001403906,0.04844931,0.00004718046,0.000004181032,0.000002227918,7.873414e-8,3.569302e-7,0.00001606428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9852509,"threshold_uncertainty_score":0.05113382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004569007355515794,"score_gpt":0.239489272023587,"score_spread":0.2349202646680712,"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."}}