{"id":"W2918626907","doi":"","title":"Principles of data spacing and uncertainty in geomodeling","year":2018,"lang":"en","type":"article","venue":"Bulletin of Canadian Petroleum Geology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Energy; University of Alberta","funders":"","keywords":"Resource (disambiguation); Data collection; Computer science; Operations research; Oil shale; Data mining; Risk analysis (engineering); Geology; Engineering; Statistics; Mathematics; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01188044,0.001098793,0.001285348,0.001950024,0.001019268,0.003987548,0.002853169,0.001693799,0.002369274],"category_scores_gemma":[0.02916332,0.001214735,0.001461773,0.002131283,0.005772296,0.006011255,0.005649069,0.003608659,0.0003783888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746853,"about_ca_system_score_gemma":0.002888036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003394342,"about_ca_topic_score_gemma":0.002353444,"domain_scores_codex":[0.9908819,0.005051512,0.0006200779,0.0008086273,0.002361129,0.0002767961],"domain_scores_gemma":[0.9781916,0.01582389,0.00152567,0.002409388,0.001692443,0.0003569265],"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":[0.00001891646,0.00001844449,0.0005275192,0.00004884642,0.00002507176,0.00005905667,0.0001532335,0.4594059,0.0002237473,0.5273153,0.0004195836,0.01178447],"study_design_scores_gemma":[0.00001254152,0.0000261452,0.00007057642,0.00004080862,0.000009655438,0.0000291601,0.00004546828,0.5330098,0.0003236076,0.4635223,0.002891294,0.00001864467],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001939644,0.0001104,0.9957389,0.0003603729,0.00001894821,0.00002384614,0.00004157306,0.00004749481,0.001718867],"genre_scores_gemma":[0.3505086,0.0005918705,0.6458103,0.0002065174,0.0001229048,0.0004613081,0.0001380826,0.0001106476,0.00204969],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01188044,"threshold_uncertainty_score":0.06283051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781464830917643,"score_gpt":0.2569910639414722,"score_spread":0.2191764156322958,"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."}}