{"id":"W2054755466","doi":"10.2118/137046-pa","title":"Simulation of Bacterial Souring Control in an Alberta Heavy-Oil Reservoir","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Remedial action; Environmental remediation; Environmental science; Oil field; Structural basin; Petroleum engineering; Injection well; Sulfate; Environmental engineering; Hydrology (agriculture); Engineering; Geology; Chemistry; Ecology; Geotechnical engineering; Contamination","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":[0.0003143334,0.0001348065,0.0004174251,0.00366897,0.00003740589,0.00002194476,0.0004015832,0.00035875,0.0001217404],"category_scores_gemma":[0.0002783322,0.0001287782,0.0001013382,0.000582747,0.00006934448,0.0002004168,0.00001117592,0.0008337562,0.000003698748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216747,"about_ca_system_score_gemma":0.0001660128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01678276,"about_ca_topic_score_gemma":0.6645164,"domain_scores_codex":[0.9987857,0.00002947145,0.000573488,0.0001046997,0.0001543629,0.0003522855],"domain_scores_gemma":[0.9990783,0.00009663965,0.0001586072,0.0003035958,0.0001200654,0.0002427891],"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":[0.00003686002,0.00001754203,0.005080887,0.00002084582,0.00006235881,0.0000546912,0.00008050671,0.9777561,0.01520361,0.00002389277,0.00007126397,0.001591369],"study_design_scores_gemma":[0.002923843,0.0003316557,0.005500834,0.000121606,0.00009993271,0.0001262944,0.0002295214,0.9054941,0.00914354,0.0003818892,0.07523359,0.0004132162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967354,0.00009260459,0.0004324271,0.00149021,0.0004061701,0.00001995113,0.000006753083,0.00002475456,0.0007917125],"genre_scores_gemma":[0.9993813,0.00002095874,0.0002772759,0.00002249235,0.0002096332,0.000001807358,0.000002288235,0.00002575102,0.00005848221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6477337,"threshold_uncertainty_score":0.9897646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004980132018762914,"score_gpt":0.2095100634498159,"score_spread":0.204529931431053,"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."}}