{"id":"W54343167","doi":"10.1007/1-84628-048-6_16","title":"Various Mathematical Approaches to Extract Information from Textures of Increasing Complexities","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Autocorrelation; Fractal dimension; Mathematics; Fractal; Spatial analysis; Algorithm; Porosity; Dimension (graph theory); Statistical physics; Computer science; Mathematical analysis; Pure mathematics; Statistics; Physics; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005483505,0.0005461482,0.001217261,0.0002766062,0.00006875589,0.0001267332,0.0004085074,0.0005277831,0.0055621],"category_scores_gemma":[0.0005402323,0.0004408334,0.0003082113,0.00003515491,0.0001428004,0.0002681057,0.0002300235,0.0004078632,0.0004922604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009026643,"about_ca_system_score_gemma":0.00005873924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005631157,"about_ca_topic_score_gemma":0.0000416822,"domain_scores_codex":[0.9971756,0.0000311208,0.001504998,0.0002727139,0.0007181545,0.000297397],"domain_scores_gemma":[0.9963564,0.001946639,0.0006675732,0.0007151853,0.000114474,0.0001997419],"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":[0.00003443192,0.00009488277,6.012877e-7,0.0006173179,0.0001617669,0.000001992028,0.0009137595,0.00000534494,0.000009126078,0.9875259,0.001204739,0.009430081],"study_design_scores_gemma":[0.0001764371,0.00005112846,0.000009063128,0.0006385539,0.0001758663,0.00001996554,0.0001126718,0.006348786,0.00003517956,0.9800792,0.01187599,0.0004771285],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.000428554,0.00005277398,0.1627649,0.0002090206,0.00004034596,0.0007158631,0.0003340441,0.0001233175,0.8353312],"genre_scores_gemma":[0.04516993,0.00002526061,0.8129371,0.000467349,0.0004497198,0.0000512919,0.0004290983,0.0002081846,0.1402621],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6950691,"threshold_uncertainty_score":0.9998043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1603776891239188,"score_gpt":0.2786412500821836,"score_spread":0.1182635609582648,"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."}}