{"id":"W3139053975","doi":"10.1016/j.petrol.2021.108687","title":"Large-scale triaxial experimental investigation of geomechanical dilation start-up for SAGD dual horizontal wells in shallow heavy oil reservoirs","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geomechanica (Canada)","funders":"National Natural Science Foundation of China","keywords":"Dilation (metric space); Geology; Petroleum engineering; Time dilation; Geotechnical engineering; Mechanics; Mathematics; Geometry; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001697853,0.0002220187,0.00026009,0.0002042199,0.0004460326,0.0002784092,0.0002626289,0.0003390738,0.001396025],"category_scores_gemma":[0.0003483782,0.0001660828,0.0001712019,0.0002506112,0.000477311,0.0003781488,0.0002834098,0.0004296375,0.0001531905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659461,"about_ca_system_score_gemma":0.0002688355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442339,"about_ca_topic_score_gemma":0.002724042,"domain_scores_codex":[0.9998908,0.00001066511,0.000007182705,0.00002218552,0.00004001235,0.00002912979],"domain_scores_gemma":[0.9996815,0.00007835357,0.00006385201,0.00004178693,0.00009081115,0.00004370146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001324532,0.0004754691,0.01069801,0.00008817761,0.00001361544,0.0003573885,0.0002826165,0.003629579,0.977539,0.0002448245,0.0001707014,0.00517604],"study_design_scores_gemma":[0.00009740706,0.003161013,0.1569923,0.00001791556,0.00004463271,0.0001860461,0.0008176687,0.04830711,0.7891132,0.0001647277,0.001047775,0.00005018951],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987794,0.00002006662,0.0006215852,0.00001480484,0.000004804878,0.000007348052,0.00009515469,0.00002473675,0.0004322458],"genre_scores_gemma":[0.9994948,0.00001361776,0.0003001873,0.000002852372,0.000001602097,0.000005477392,0.00003558245,0.000003069771,0.000142893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001442339,"threshold_uncertainty_score":0.004670203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103372304730949,"score_gpt":0.2292939709269169,"score_spread":0.2182602478796074,"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."}}