{"id":"W2752183072","doi":"10.7901/2169-3358-2017.1.2915","title":"Ongoing Research on Herding Agents for In Situ Burning in Arctic Waters: Laboratory and Test Tank Studies on Windows-of-Opportunity","year":2017,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Slush; Environmental science; Racing slick; Wave tank; Arctic; Herding; National laboratory; Oil spill; Oceanography; Fishery; Geology; Environmental engineering; Engineering; Archaeology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001167126,0.0001210276,0.0001555444,0.0002269456,0.0002234161,0.000141147,0.0002852102,0.00006097689,0.00005026062],"category_scores_gemma":[0.003692463,0.000114172,0.00002263942,0.0001098817,0.0002628036,0.0004524283,0.0001853018,0.0002636628,0.0000189424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003964246,"about_ca_system_score_gemma":0.00002402203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002246969,"about_ca_topic_score_gemma":0.0003427357,"domain_scores_codex":[0.9987041,0.00001586596,0.000282323,0.000342481,0.000434886,0.000220332],"domain_scores_gemma":[0.9991961,0.0002240975,0.0002085555,0.00008594801,0.0002108593,0.00007450498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001972836,0.0002042429,0.8422152,0.000156947,0.00002942833,0.00001245256,0.006178532,0.0001020991,0.1185816,0.0036996,0.0001099953,0.02851267],"study_design_scores_gemma":[0.002344704,0.0008150045,0.8688763,0.002468806,0.00001032137,0.000004971159,0.006967614,0.003692154,0.1073913,0.005195192,0.001814775,0.0004188199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855314,0.000006720411,0.00000214036,0.001092932,0.0001859562,0.0001364952,0.000006070749,0.00001151732,0.01302669],"genre_scores_gemma":[0.9991093,0.00008655689,0.0001285678,0.000128093,0.00004323652,0.00007318957,0.000002164551,0.00001022979,0.0004186306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02809385,"threshold_uncertainty_score":0.4655801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1516731736623173,"score_gpt":0.3913117168025448,"score_spread":0.2396385431402275,"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."}}