{"id":"W4214658250","doi":"10.1007/s11270-022-05557-1","title":"Marine Snow-Oil Interaction Affects n-Alkane Biodegradation in Sediment","year":2022,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; University of Calgary; Canada Foundation for Innovation; Gulf of Mexico Research Initiative","keywords":"Marine snow; Snow; Biodegradation; Environmental science; Sediment; Sedimentation; Seabed; Oceanography; Snow removal; Deepwater horizon; Oil spill; Petroleum; Geology; Ecology; Environmental engineering; Geomorphology; Water column","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003661154,0.0001302997,0.00009661469,0.0001328365,0.0002635034,0.00001959972,0.00009188722,0.00004257655,0.004457089],"category_scores_gemma":[0.000009698731,0.0001177609,0.00005159708,0.0002795484,0.00004172893,0.0003721317,0.0002443006,0.0002039061,0.0007092791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001153319,"about_ca_system_score_gemma":0.000006569135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002502877,"about_ca_topic_score_gemma":0.001523855,"domain_scores_codex":[0.9987131,0.0001575837,0.0002023745,0.0003103354,0.000350437,0.0002661879],"domain_scores_gemma":[0.9997061,0.000008209187,0.00006486077,0.0001583831,0.000004562698,0.0000578159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002618578,0.0005199203,0.01822155,0.00002204757,0.00001748561,0.00001865244,0.00224343,0.09764966,0.3644873,0.00008121617,0.004486293,0.5119906],"study_design_scores_gemma":[0.00282046,0.0006637049,0.2850254,0.00003442642,0.00003529007,0.0000966732,0.0009690262,0.02688858,0.5769988,0.0009349469,0.1047914,0.0007414247],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987538,0.000005650581,0.0001271472,0.002233317,0.0008290314,0.000130562,0.000005772212,0.00008492594,0.009045554],"genre_scores_gemma":[0.9952061,0.00001200904,0.00007585817,0.0005973025,0.00005401939,0.0001169493,0.0001608474,0.00001395482,0.003762999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5112492,"threshold_uncertainty_score":0.996453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00600952478534305,"score_gpt":0.2012872952956917,"score_spread":0.1952777705103486,"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."}}