{"id":"W6986185515","doi":"","title":"Oil Dispersants: Additional Research Needed, Particularly on Subsurface and Arctic Applications","year":2012,"lang":"en","type":"report","venue":"University of North Texas Digital Library (University of North Texas)","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences; University of California, Davis; Fisheries and Oceans Canada; Bureau of Safety and Environmental Enforcement; Coastal Response Research Center, University of New Hampshire; National Oceanic and Atmospheric Administration; National Institute for Occupational Safety and Health; Centers for Disease Control and Prevention; Temple University; U.S. Department of Homeland Security; U.S. Department of Health and Human Services; National Institutes of Health; National Science Foundation","keywords":"Dispersant; Arctic; Agency (philosophy); The arctic; Government (linguistics); Process (computing); Temperate climate; Oil exploration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01230135,0.001286315,0.001690309,0.002858605,0.002326682,0.004491053,0.002021923,0.004454036,0.01795614],"category_scores_gemma":[0.008468134,0.0004980635,0.002136061,0.004206456,0.001177941,0.008950944,0.001734202,0.003802183,0.003938227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004352994,"about_ca_system_score_gemma":0.0401663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06341789,"about_ca_topic_score_gemma":0.1254454,"domain_scores_codex":[0.9924029,0.001852607,0.0009333156,0.000549106,0.003118296,0.001143819],"domain_scores_gemma":[0.9631395,0.009842088,0.002632376,0.001319527,0.02116858,0.001897867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003496764,0.001649803,0.007316225,0.02226002,0.0001097273,0.000900936,0.001034668,0.001383816,0.01648384,0.005223824,0.3739764,0.5693111],"study_design_scores_gemma":[0.00007304321,0.001307436,0.01468611,0.007447982,0.000219872,0.0006063092,0.00930786,0.0004476829,0.008623507,0.003414901,0.9537651,0.0001002769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03406522,0.3235241,0.01313069,0.4933816,0.01510129,0.002959122,0.01504991,0.001146265,0.1016418],"genre_scores_gemma":[0.07400139,0.6282061,0.06916289,0.1354622,0.006796408,0.002141255,0.02090711,0.0002712477,0.06305141],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06341789,"threshold_uncertainty_score":0.1260975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02722315791965681,"score_gpt":0.209973168295301,"score_spread":0.1827500103756442,"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."}}