{"id":"W655347443","doi":"10.1007/978-1-4757-3518-5","title":"Transport Modeling in Hydrogeochemical Systems","year":2001,"lang":"en","type":"book","venue":"Interdisciplinary applied mathematics","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":139,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Concordia University; National Science Foundation","keywords":"Hydrogeology; Subject (documents); Computer science; Management science; Joint (building); Data science; Geology; Engineering; Civil engineering; Library science; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002036797,0.0006552872,0.001032616,0.0002621714,0.0000341338,0.0000266898,0.0005234403,0.0008755322,0.00005909343],"category_scores_gemma":[0.000003854632,0.0006599269,0.0002177645,0.0001701999,0.00003449191,0.00004948323,0.0002763739,0.001314408,0.0002006666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003602865,"about_ca_system_score_gemma":0.00003144943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.775132e-7,"about_ca_topic_score_gemma":0.000004536472,"domain_scores_codex":[0.9975362,0.000002511525,0.001109404,0.0004236098,0.0003537693,0.0005744465],"domain_scores_gemma":[0.9990857,0.00007963977,0.00006544102,0.0005789868,0.00002109733,0.0001691257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008096223,0.00008150467,4.715069e-8,0.002498609,0.00007397256,0.0001534611,0.000286508,0.984078,0.0005995985,0.01056586,0.0008769174,0.0007773484],"study_design_scores_gemma":[0.0002439238,0.00001890229,8.011788e-9,0.001346802,0.00005873326,0.0001090821,0.0001117152,0.9030133,0.0000711768,0.09075025,0.003545204,0.0007308353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005744415,0.0004063285,0.302642,0.00001705767,0.0003564256,0.0006582322,0.00003593236,0.0009955168,0.694314],"genre_scores_gemma":[0.8063384,0.0007326672,0.02263253,0.00005051364,0.002139424,0.001797909,0.00117379,0.001964004,0.1631708],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8057639,"threshold_uncertainty_score":0.9995852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449959876483531,"score_gpt":0.2094818987597995,"score_spread":0.1949822999949642,"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."}}