{"id":"W4367396568","doi":"10.1016/j.geoen.2023.211850","title":"Modeling the effect of operational activity on wellbore integrity and wellbore leakage in British Columbia","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Alliance Canada","keywords":"Wellbore; Leakage (economics); Petroleum engineering; Annulus (botany); Spark plug; Geology; Geotechnical engineering; Engineering; Materials science; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005240266,0.0007628375,0.0007793163,0.0006824844,0.001740795,0.002975792,0.002081305,0.002022098,0.004322561],"category_scores_gemma":[0.002427527,0.0009954087,0.0009242645,0.001328466,0.001197045,0.001111359,0.0008192246,0.001674045,0.0003452027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01873721,"about_ca_system_score_gemma":0.01354809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.968338,"about_ca_topic_score_gemma":0.964229,"domain_scores_codex":[0.9995967,0.00006391623,0.00001554851,0.00007629532,0.00004482331,0.0002028104],"domain_scores_gemma":[0.9985221,0.0006615489,0.00009376221,0.00006051515,0.0004599717,0.00020212],"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":[0.000193557,0.0001682695,0.03097063,0.00002617149,0.00005940597,0.0001483832,0.00007652725,0.9636973,0.0007415981,0.0009510266,0.0008101398,0.00215695],"study_design_scores_gemma":[0.00004282974,0.00003810962,0.01574892,0.0000128728,0.00004529049,0.00001059611,0.0004019138,0.982541,0.0003803734,0.0002569529,0.0004916379,0.00002943689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948153,0.00006491357,0.0005331434,0.0002037591,0.000009269226,0.00001686775,0.0006073231,0.00003826961,0.003711166],"genre_scores_gemma":[0.9961823,0.00006730028,0.0003399591,0.00002310865,0.000001614946,0.00001347091,0.0003156009,0.00001677995,0.003039823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03166205,"threshold_uncertainty_score":0.1359486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005588035859182475,"score_gpt":0.1868504947753695,"score_spread":0.181262458916187,"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."}}