{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008082754,0.0001126962,0.0001716848,0.0001406871,0.0001259195,0.0001795309,0.0001484173,0.00005674685,0.000002401084],"category_scores_gemma":[0.0001170606,0.00012616,0.00002135647,0.0007497122,0.00008013141,0.0002268856,0.00005699878,0.0002946687,0.000001257669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004194142,"about_ca_system_score_gemma":0.00001756756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002140008,"about_ca_topic_score_gemma":0.001303817,"domain_scores_codex":[0.9990686,0.00000968545,0.0001385594,0.000217823,0.0002468552,0.00031853],"domain_scores_gemma":[0.9996654,0.00009944542,0.000008061498,0.0001324679,0.00002393012,0.00007068076],"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":[0.000001282434,0.000001794585,0.001185294,0.00006784053,0.00000454074,0.000005114038,0.00006470533,0.9867234,0.004945675,0.00005067762,0.00002464394,0.006924992],"study_design_scores_gemma":[0.0001512111,0.00003708784,0.01880865,0.0001307476,0.000003207029,0.00000890043,0.00002541419,0.9785373,0.00204238,0.000009667101,0.0001153481,0.0001300361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972227,0.0001478234,0.0019796,0.00003246132,0.000224842,0.0000776606,0.000004810883,0.000173938,0.0001361251],"genre_scores_gemma":[0.999586,0.0002366454,0.00006416968,0.000006099194,0.00004227419,0.00001740945,0.000002219051,0.00001828723,0.00002690284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01762336,"threshold_uncertainty_score":0.5144656,"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."}}