{"id":"W2070512228","doi":"10.7901/2169-3358-2008-1-661","title":"OIL SPILL DISPERSION STABILITY AND OIL RE-SURFACING","year":2008,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; University of Ottawa","keywords":"Creaming; Emulsion; Ostwald ripening; Oil droplet; Coalescence (physics); Flocculation; Pulmonary surfactant; Chemical engineering; Dispersion (optics); Chemistry; Organic chemistry","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":[0.0005906769,0.0004665889,0.0004699971,0.001461676,0.0003698824,0.0008274572,0.0005222564,0.0005310827,0.003988272],"category_scores_gemma":[0.0007506909,0.000173144,0.0006457844,0.0006143057,0.0006543925,0.00115076,0.0008439405,0.0007783949,0.0006345505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096344,"about_ca_system_score_gemma":0.0002776339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001146688,"about_ca_topic_score_gemma":0.0003910931,"domain_scores_codex":[0.9993869,0.00005093271,0.00003740302,0.0001284501,0.0003181707,0.00007804333],"domain_scores_gemma":[0.9994198,0.0001416228,0.0002162197,0.00003751621,0.0001513567,0.00003352976],"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":[0.0007731925,0.0002929523,0.008037841,0.00145556,0.0002459166,0.001627366,0.0003523275,0.02221791,0.8284983,0.03689128,0.001965521,0.09764185],"study_design_scores_gemma":[0.00003003845,0.001355416,0.008614219,0.0001222788,0.0001048961,0.00147915,0.0002314707,0.03994505,0.9063762,0.01705758,0.02459504,0.00008862981],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8279403,0.07313724,0.05326268,0.001215706,0.0005797291,0.0002210301,0.0006178032,0.0005090195,0.04251653],"genre_scores_gemma":[0.9820693,0.007231827,0.002485109,0.0001260117,0.00007069343,0.00002878367,0.0002311589,0.00003507176,0.007722009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003988272,"threshold_uncertainty_score":0.01334208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622950051166767,"score_gpt":0.2329489797075752,"score_spread":0.2067194791959075,"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."}}