{"id":"W4302292922","doi":"10.1002/cjce.24707","title":"Laboratory testing of dispersant effectiveness at high pressures","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Dispersant; Environmental science; Petroleum engineering; Oil spill; Waste management; Dispersion (optics); Environmental engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003006215,0.00004488402,0.00007412657,0.00002762742,0.00009082183,0.000005960355,0.0001377252,0.00001424492,0.0003310558],"category_scores_gemma":[0.0001708363,0.00003649853,0.00002802029,0.0001754775,0.00004955761,0.00004190894,0.0000359266,0.0001610921,0.000001838553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004078605,"about_ca_system_score_gemma":0.00004110107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002173735,"about_ca_topic_score_gemma":0.0001581287,"domain_scores_codex":[0.999556,0.0000282455,0.0001154175,0.00004444082,0.0001526294,0.0001032573],"domain_scores_gemma":[0.9996464,0.00009461977,0.00006793623,0.00005820005,0.00001264977,0.000120158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000073769,0.000003257126,0.004120178,0.00001023281,0.000009848171,0.000008626241,0.0001354172,0.1846061,0.8104649,0.00002999124,0.0001024353,0.0005015566],"study_design_scores_gemma":[0.0002761607,0.000066072,0.03271332,0.00003357779,0.00002480371,0.00009164873,0.00002069713,0.005020477,0.9580061,0.00006735906,0.003567987,0.0001117495],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995186,0.00007442981,0.00002976957,0.00006672461,0.0001442988,0.00003215483,0.000007301036,0.000003809367,0.0001228529],"genre_scores_gemma":[0.9998076,1.724193e-7,0.0001224868,0.00002201721,0.0000281186,0.000002481516,3.655719e-7,0.00000666201,0.00001009181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1795857,"threshold_uncertainty_score":0.3624828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004258604679543586,"score_gpt":0.1602232215085002,"score_spread":0.1559646168289566,"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."}}