{"id":"W3174860465","doi":"10.1021/acs.est.0c07502","title":"Manipulation of Unfrozen Water Retention for Enhancing Petroleum Hydrocarbon Biodegradation in Seasonally Freezing and Frozen Soil","year":2021,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Biodegradation; Hydrocarbon; Petroleum; Environmental science; Environmental chemistry; Waste management; Chemistry; Engineering","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":[0.0001113527,0.0003784082,0.0002077537,0.0001403877,0.00009695505,0.0002580972,0.0002002648,0.0001618926,0.0005406087],"category_scores_gemma":[0.0001549177,0.0001224665,0.0001913441,0.0001654545,0.0001764192,0.0002124415,0.000221568,0.0003644728,0.00008654106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002242722,"about_ca_system_score_gemma":0.0002190553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493391,"about_ca_topic_score_gemma":0.002741795,"domain_scores_codex":[0.9999003,0.00001074784,0.000008949956,0.00002564579,0.00002212649,0.00003220082],"domain_scores_gemma":[0.9998573,0.0000229973,0.00005590448,0.00001140529,0.000018452,0.00003388173],"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":[0.00004286598,0.000009633597,0.00009586632,0.000009989348,0.000001439739,0.000006198115,0.000004945633,0.00004321524,0.9993013,0.000006291382,0.000001990356,0.0004762836],"study_design_scores_gemma":[0.000004003269,0.0002778299,0.002913199,0.000002775206,0.000008582863,0.00002069586,0.00001738435,0.0003368108,0.9961231,0.00001162233,0.0002797589,0.00000425335],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979737,0.0001224939,0.001514027,0.00001401119,0.000005220726,0.00002058999,0.0001398487,0.00002070937,0.0001892591],"genre_scores_gemma":[0.9966353,0.0002087206,0.002314233,0.0000189832,0.000002760835,0.0000336015,0.000192402,0.00001303767,0.0005810442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001493391,"threshold_uncertainty_score":0.002969384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007237720276593942,"score_gpt":0.1993208013454413,"score_spread":0.1920830810688473,"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."}}