{"id":"W2094988040","doi":"10.1021/es1028487","title":"Carbon and Sulfur Cycling by Microbial Communities in a Gypsum-Treated Oil Sands Tailings Pond","year":2010,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Suncor Energy (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; Genome Canada; Baker Hughes","keywords":"Methanogenesis; Tailings; Sulfate; Environmental chemistry; Oil sands; Sulfur; Sulfide; Microbial population biology; Pyrite; Methane; Chemistry; Environmental science; Geology; Ecology; Biology; Mineralogy; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001942516,0.000129652,0.0001496769,0.000529179,0.0001355101,0.00003416483,0.0003096728,0.0001560025,0.00004111918],"category_scores_gemma":[0.00001158728,0.000126729,0.00001855237,0.0006431238,0.001237651,0.0001466516,0.0001365275,0.0004232593,0.000007986975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008453522,"about_ca_system_score_gemma":0.000007276426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002311917,"about_ca_topic_score_gemma":0.000614676,"domain_scores_codex":[0.9991901,0.00001024061,0.0001747492,0.0001862089,0.0001307039,0.0003080214],"domain_scores_gemma":[0.9996589,0.00001295256,0.00002387654,0.0002397478,0.000001856297,0.00006269559],"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":[0.000001512137,0.00002206202,0.02157681,0.000002209189,0.000003980972,0.000003168868,0.000364425,0.0003829724,0.9757431,0.00001130293,0.000006120271,0.001882338],"study_design_scores_gemma":[0.0005872873,0.00004778682,0.001410517,0.00001596144,0.00001425919,0.00003097743,0.003487487,0.06837361,0.9224328,0.00009814193,0.003122394,0.0003787201],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984255,0.0001995586,0.00001471929,0.0001965727,0.00006471205,0.00003595234,0.000004398647,0.0001522157,0.0009062977],"genre_scores_gemma":[0.9993924,0.0003124542,0.0001319131,0.00002371829,0.000008128859,0.00001249737,0.00001161499,0.00001246209,0.00009479712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06799063,"threshold_uncertainty_score":0.516786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003333729355106767,"score_gpt":0.1837714018593677,"score_spread":0.180437672504261,"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."}}