{"id":"W4401344835","doi":"10.1016/j.scitotenv.2024.175272","title":"Cascading sulfur cycling in simulated oil sands pit lake water cap mesocosms transitioning from oxic to euxinic conditions","year":2024,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Johnson and Johnson; Syncrude; Suncor Energy Incorporated","keywords":"Cycling; Mesocosm; Oil sands; Sulfur; Geology; Environmental science; Geochemistry; Geotechnical engineering; Asphalt; Chemistry; Nutrient; Archaeology; Materials science; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001896852,0.0003306088,0.0004325138,0.0002702469,0.000713073,0.0007219793,0.0005641905,0.0009086931,0.001459027],"category_scores_gemma":[0.0003890508,0.0003154895,0.0006362594,0.0003331901,0.0004599044,0.0004385033,0.0006426441,0.0006165777,0.0001552751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001682415,"about_ca_system_score_gemma":0.00112433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07572753,"about_ca_topic_score_gemma":0.08038548,"domain_scores_codex":[0.9999228,0.000009629151,0.000006329386,0.00003286021,0.00001054158,0.00001789824],"domain_scores_gemma":[0.9998071,0.00004112954,0.00002496313,0.00001268203,0.00003962918,0.00007465931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007246719,0.001206219,0.5865023,0.0002207553,0.0006224803,0.001375107,0.001097078,0.1887914,0.2008423,0.001305941,0.001811028,0.008978663],"study_design_scores_gemma":[0.000428226,0.001512637,0.5420385,0.00002525648,0.0002815858,0.00007696803,0.002114681,0.4343828,0.01718628,0.0009154866,0.0009490969,0.00008841309],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994279,0.000007419982,0.00007204775,0.00003330134,0.000004275,0.000007012842,0.0001973859,0.00001498358,0.0002357572],"genre_scores_gemma":[0.9994013,0.00001238969,0.0001543445,0.00001821153,0.000001198146,0.00001158828,0.0001675305,0.000002665621,0.0002308045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07572753,"threshold_uncertainty_score":0.1505735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008592605566652452,"score_gpt":0.2151922741648641,"score_spread":0.2065996685982116,"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."}}