{"id":"W4323655387","doi":"10.2118/212776-ms","title":"Utilizing Gas/Water Displacement in Oil Sands Reservoir for Lean Zone Mitigation","year":2023,"lang":"en","type":"article","venue":"","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Petroleum engineering; Displacement (psychology); Environmental science; Drainage; Fossil fuel; Steam-assisted gravity drainage; Geology; Oil sands; Engineering; Waste management; Materials science","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":[0.0001447884,0.0003376623,0.0003957598,0.0004500015,0.0003951082,0.0008651162,0.0004742086,0.0005280499,0.001181428],"category_scores_gemma":[0.0002810283,0.0001788159,0.0004539607,0.0004203568,0.0004840943,0.0006967789,0.0005358043,0.0002529624,0.000127364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007176778,"about_ca_system_score_gemma":0.0009565267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01326119,"about_ca_topic_score_gemma":0.01480155,"domain_scores_codex":[0.9998934,0.00001853572,0.000006690861,0.00001835954,0.00003297732,0.00002993784],"domain_scores_gemma":[0.999916,0.0000318214,0.00001733184,0.000006035717,0.0000183097,0.00001051071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001721365,0.0001206871,0.009612926,0.000336073,0.00004702684,0.0005400049,0.00007948454,0.9262091,0.03617844,0.003452404,0.0004963636,0.02275545],"study_design_scores_gemma":[0.0000243318,0.0001563772,0.002184614,0.00002342784,0.00003293995,0.00004124714,0.0001822921,0.9805886,0.0141944,0.0009898724,0.001557849,0.00002406429],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451386,0.001033324,0.04268309,0.0004307047,0.00006120626,0.00006803248,0.0003857332,0.0002747585,0.009924581],"genre_scores_gemma":[0.9971489,0.0002725649,0.001789076,0.00001022463,0.000002366606,0.00001224554,0.00004350914,0.000005814866,0.0007152851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01326119,"threshold_uncertainty_score":0.02636802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642050402191414,"score_gpt":0.2623632123211995,"score_spread":0.2459427082992853,"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."}}