{"id":"W2790529302","doi":"10.1016/j.gexplo.2018.03.001","title":"Preface: Multifractals and singularity analysis in mineral exploration and environmental assessment","year":2018,"lang":"en","type":"article","venue":"Journal of Geochemical Exploration","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Geology; Singularity; Mineral exploration; Earth science; Geophysics; Mathematics; Mathematical analysis","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":[0.0004936794,0.00009787746,0.0002004202,0.0001339806,0.00006041057,0.00009599167,0.0001259781,0.00008050913,0.00001111207],"category_scores_gemma":[0.0001247105,0.00008711701,0.00004294765,0.0002492465,0.00008269161,0.001419222,0.0001045024,0.0001653994,6.297773e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004787671,"about_ca_system_score_gemma":0.00002255219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006045625,"about_ca_topic_score_gemma":0.000009626207,"domain_scores_codex":[0.9990197,0.00006718082,0.0003726326,0.0001960684,0.0002216466,0.0001227004],"domain_scores_gemma":[0.9993914,0.00005591279,0.0002630636,0.0001306892,0.00007887512,0.00008006676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008859218,0.0004695118,0.07159135,0.00003989826,0.0001849966,0.00004249649,0.005706883,0.001222728,0.896014,0.000962753,0.0003302907,0.02334646],"study_design_scores_gemma":[0.002092841,0.0006205965,0.0891073,0.00008542597,0.0001835209,0.0001206225,0.001629641,0.7216884,0.1407979,0.04136545,0.001793938,0.0005143901],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8270138,0.0000581223,0.1698563,0.002847598,0.0000472867,0.00005571512,0.000001109478,0.000007224448,0.0001128025],"genre_scores_gemma":[0.9783481,0.00006470925,0.02139262,0.00005648024,0.00009554815,0.00000282593,0.00001310502,0.000001234727,0.00002536382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7552162,"threshold_uncertainty_score":0.3552528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844940747865629,"score_gpt":0.2645658061727563,"score_spread":0.2461163986941,"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."}}