{"id":"W2792077813","doi":"10.1111/gwat.12649","title":"Closed Analytic Elements with Flexible Geometry","year":2018,"lang":"en","type":"article","venue":"Ground Water","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Element (criminal law); Geometry; Simple (philosophy); Hydrogeology; Focus (optics); Domain (mathematical analysis); Point (geometry); Boundary (topology); Boundary element method; Flow (mathematics); Mathematics; Analytic element method; Geology; Mathematical analysis; Computer science; Finite element method; Geotechnical engineering; Engineering; Structural engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001468863,0.00012255,0.0001101556,0.00004400712,0.0002305897,0.00006451909,0.0001449495,0.00002758961,0.004452238],"category_scores_gemma":[0.000001951302,0.0000698482,0.00002698851,0.0001596315,0.0002178955,0.0002417471,0.0001540775,0.00004691266,0.005633644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008612087,"about_ca_system_score_gemma":0.000002105752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002292307,"about_ca_topic_score_gemma":0.0001433807,"domain_scores_codex":[0.9989545,0.00001824553,0.000143246,0.0002620143,0.00028298,0.0003390105],"domain_scores_gemma":[0.9996922,0.000006493238,0.00002465112,0.0002055451,0.00001626787,0.00005481851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001024075,0.0001645123,0.93685,0.00001201223,0.0001554357,0.00002093447,0.002856338,0.000008995622,0.01515644,0.0001637629,0.007021806,0.0374874],"study_design_scores_gemma":[0.001021032,0.0004368408,0.6731354,0.000008671958,0.00005275086,0.000009767428,0.0003392774,0.0001019536,0.03320626,0.0004608887,0.2908612,0.0003659255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824178,0.000004686933,0.004787206,0.0002261327,0.0001079358,0.0001030889,0.000001422174,0.00004946152,0.01230222],"genre_scores_gemma":[0.9494089,0.000001033252,0.0004176982,0.0005051223,0.00008272883,0.00001565975,0.000010214,0.00001092493,0.04954774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2838394,"threshold_uncertainty_score":0.9964578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165353942493117,"score_gpt":0.2241051613211498,"score_spread":0.2124516218962186,"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."}}