{"id":"W2047424851","doi":"10.4043/25512-ms","title":"Research to Improve Oil Spill Response in the Arctic - A Joint Industry Programme","year":2015,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Petroleum industry; Oil spill; Government (linguistics); Fossil fuel; Business; Environmental science; Engineering; Environmental planning; Environmental resource management; Environmental protection; Oceanography; Waste management; Environmental engineering; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003259056,0.0001462232,0.0001468899,0.0003372949,0.0001471693,0.0000656226,0.0006124051,0.0004089035,0.0003185908],"category_scores_gemma":[0.002819108,0.000113151,0.00002680383,0.001770601,0.0007532559,0.0001065013,0.0004229901,0.001448139,0.001228851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005602489,"about_ca_system_score_gemma":0.0001292409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450471,"about_ca_topic_score_gemma":0.001018026,"domain_scores_codex":[0.9977012,0.0004049304,0.0002539388,0.0004866428,0.0005236712,0.0006295913],"domain_scores_gemma":[0.9989039,0.0001141462,0.00006167081,0.0006522131,0.00008885178,0.0001791982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001031481,0.0006820656,0.1055953,0.0000543367,0.0000233244,0.0002354377,0.009597257,0.000116387,0.1128649,0.0144009,0.001871257,0.7535273],"study_design_scores_gemma":[0.005598052,0.009722811,0.5137212,0.0005846389,0.00004962163,0.0007761752,0.08071405,0.001820909,0.05447596,0.1559252,0.1747208,0.001890605],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624501,0.00001377913,0.0001190726,0.03106689,0.0001267733,0.0003492424,0.000001465763,0.0001236165,0.00574901],"genre_scores_gemma":[0.9966734,0.000004799386,0.0009900589,0.0005501182,0.0000198549,0.0004249183,9.182687e-7,0.00001253918,0.001323393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7516367,"threshold_uncertainty_score":0.9995488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07645734152460101,"score_gpt":0.3153540139688235,"score_spread":0.2388966724442224,"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."}}