{"id":"W4321603013","doi":"10.1007/978-3-031-19845-8","title":"Geostatistics Toronto 2021","year":2023,"lang":"en","type":"book","venue":"Springer proceedings in earth and environmental sciences","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BlueDot (Canada); Queen's University","funders":"CHIST-ERA; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Agencia Nacional de Investigación y Desarrollo; Helmholtz-Zentrum Dresden-Rossendorf; Universidade Federal do Rio Grande do Sul; Petrobras; Queen's University; University of Pennsylvania; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Science Foundation Ireland; Australasian Institute of Mining and Metallurgy; Australian Centre for Field Robotics; Pennsylvania State University; University of Sydney; Commonwealth Scientific and Industrial Research Organisation; McGill University; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Agenția Națională pentru Cercetare și Dezvoltare","keywords":"Geostatistics; Geography; State (computer science); Data science; Computer science; Regional science; Library science; Cartography; Statistics; Mathematics; Algorithm; Spatial variability","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.0004369224,0.0003413201,0.00029381,0.00006376831,0.0002702349,0.0001395409,0.0003289773,0.0001791935,0.002271044],"category_scores_gemma":[0.00004083003,0.0003328783,0.00004399814,0.0001186909,0.001057675,0.0003227987,0.0007006756,0.0002546741,0.0008406504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003099859,"about_ca_system_score_gemma":0.00002539543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005543046,"about_ca_topic_score_gemma":0.001177907,"domain_scores_codex":[0.9975514,0.000006331987,0.0003335618,0.0008484427,0.0006595007,0.0006007247],"domain_scores_gemma":[0.9994791,0.00006665658,0.000159004,0.0001006213,0.000001856275,0.0001927856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006366751,0.0003105332,0.3208964,0.0004298841,0.00009795283,0.0002741702,0.006365601,0.0004670381,0.002391481,0.02472199,0.1016123,0.542369],"study_design_scores_gemma":[0.0008551793,0.0006074081,0.2713298,0.0005366946,0.00008165285,0.00004887761,0.004164795,0.004454677,0.0001239189,0.03247244,0.6828392,0.002485405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04657101,0.0009334971,0.00002817008,0.00008028034,0.0004934546,0.0004822235,0.0001267855,0.00006121597,0.9512234],"genre_scores_gemma":[0.09296533,0.008100481,0.008751947,0.0003089758,0.0004435986,0.00007932656,0.00009734046,0.0001295392,0.8891234],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5812268,"threshold_uncertainty_score":0.9999373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065286245145092,"score_gpt":0.212171722619013,"score_spread":0.2015188601675621,"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."}}