{"id":"W1977349946","doi":"10.7901/2169-3358-2008-1-627","title":"EFFECTS OF CHEMICAL DISPERSANT ON OIL SEDIMENTATION DUE TO OIL-SPM FLOCCULATION: EXPERIMENTS WITH THE NIST STANDARD REFERENCE MATERIAL 1941?","year":2008,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Coastal Response Research Center, University of New Hampshire","keywords":"Dispersant; Sedimentation; Flocculation; Sediment; Oil droplet; Asphaltene; Environmental chemistry; Oil sands; Petroleum; Particulates; Chemistry; Environmental science; Mineralogy; Chemical engineering; Materials science; Environmental engineering; Geology; Asphalt; Dispersion (optics); Organic chemistry; Composite material; Emulsion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001218,0.000225613,0.0001908381,0.00006737369,0.0001664557,0.00008967834,0.0003561949,0.00007564462,0.0008970954],"category_scores_gemma":[0.00005795408,0.0001643153,0.00004650927,0.0002027335,0.0002601868,0.0003149645,0.0001199175,0.0001411597,0.0001496108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003244128,"about_ca_system_score_gemma":0.00003085447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001949568,"about_ca_topic_score_gemma":0.00001460969,"domain_scores_codex":[0.9980676,0.00001509824,0.0002939701,0.0004277865,0.0009764464,0.0002190963],"domain_scores_gemma":[0.9993566,0.00003751165,0.0002073982,0.0001023977,0.000172174,0.0001239019],"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":[0.001344927,0.0001673386,0.003366875,0.0000615496,0.00005787312,0.00001569508,0.003980388,0.0000723423,0.9548206,0.002156093,0.001386922,0.03256936],"study_design_scores_gemma":[0.001219984,0.0004501521,0.01726062,0.0001967327,0.00002317743,0.00005253773,0.0003595642,0.0004825805,0.9739385,0.00006947078,0.005615928,0.0003307371],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726609,0.00000357051,0.0001320493,0.001277763,0.0003238746,0.00008122464,0.00002323274,0.00005399814,0.02544336],"genre_scores_gemma":[0.9974557,0.00002413034,0.0006912784,0.0004763276,0.0001187467,0.0001395831,0.00002895409,0.00001851199,0.001046729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03223862,"threshold_uncertainty_score":0.9822565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277449989783563,"score_gpt":0.2407750710303818,"score_spread":0.2280005711325462,"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."}}