{"id":"W4226280105","doi":"10.1093/femsec/fiac033","title":"Microbial community response to simulated diluted bitumen spills in coastal seawater and implications for oil spill response","year":2022,"lang":"en","type":"article","venue":"FEMS Microbiology Ecology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; National Research Council Canada; Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"Government of Canada","keywords":"Mesocosm; Ecosystem; Environmental science; Water column; Microbial population biology; Environmental chemistry; Biology; Ecology; Bacteria; Chemistry","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":[0.0002645245,0.0003581519,0.000395601,0.0001330993,0.0002127171,0.0005341646,0.0001980531,0.0003465688,0.0004997808],"category_scores_gemma":[0.0005642293,0.0001350453,0.0003242574,0.0002445492,0.000208039,0.0003163962,0.0004368744,0.0003997594,0.00009853836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006629706,"about_ca_system_score_gemma":0.0004578923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006896401,"about_ca_topic_score_gemma":0.007358626,"domain_scores_codex":[0.9997554,0.00005223684,0.0000243806,0.00006063845,0.0000658518,0.00004140171],"domain_scores_gemma":[0.9997184,0.0000653535,0.00005333559,0.00001664188,0.00008623782,0.00005993817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002873719,0.0005307667,0.08732789,0.0001738983,0.00006964197,0.0001354769,0.0002704751,0.01141475,0.890845,0.0001009898,0.000125426,0.006132002],"study_design_scores_gemma":[0.0001933351,0.007398887,0.4018357,0.00004973796,0.0001731313,0.0001191013,0.00262534,0.07804417,0.5074306,0.0006313644,0.001385705,0.0001131058],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993285,0.00002852584,0.0002095848,0.00001597729,0.000004064104,0.00001445687,0.0002399684,0.000003930884,0.0001549404],"genre_scores_gemma":[0.9982072,0.00008247803,0.0009606495,0.00004072665,0.000002377787,0.00004445293,0.0004048974,0.0000045009,0.0002525728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006896401,"threshold_uncertainty_score":0.01371253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495364326945145,"score_gpt":0.2560167994026092,"score_spread":0.2410631561331577,"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."}}