{"id":"W4233606756","doi":"10.1016/b978-0-12-809413-6.00008-4","title":"Introduction to Spill Modeling","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Spinal Cord Injury Alberta","funders":"","keywords":"Evaporation; Dissolution; Oil spill; Sedimentation; Environmental science; Petroleum engineering; Dispersion (optics); Environmental chemistry; Chemistry; Environmental engineering; Chemical engineering; Geology; Meteorology; Engineering; Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001630574,0.0002412265,0.0001892127,0.00007581832,0.0001123207,0.00002517876,0.0001429019,0.0001810932,0.006734194],"category_scores_gemma":[0.00001547797,0.0002037467,0.0001083194,0.00001245287,0.00006185228,0.00005402,0.0001350932,0.0001769246,0.01389139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003205702,"about_ca_system_score_gemma":0.000009327394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000122226,"about_ca_topic_score_gemma":0.00004692353,"domain_scores_codex":[0.9986894,0.0000112611,0.0002616388,0.0005219865,0.0003084446,0.0002073138],"domain_scores_gemma":[0.9993512,0.000006167084,0.00008729199,0.0003822846,0.00001660234,0.00015647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007691059,0.000001455248,0.000001284732,0.00000476805,0.000007925123,0.000001487868,0.00005181221,0.0001383012,0.001316239,0.001197453,0.0008926119,0.996379],"study_design_scores_gemma":[0.00009110853,0.00004752624,0.000005279482,0.00005826385,0.00002076616,0.000008188589,0.000001960711,0.000124205,0.0003703774,0.01056416,0.9884196,0.0002885856],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002402017,0.00002386555,0.0003837936,0.0007597345,0.0007920715,0.0003257902,0.000007292908,0.00009549548,0.9973717],"genre_scores_gemma":[0.003226948,0.00002167456,0.0004254268,0.0005478288,0.001501276,0.00002534916,0.000004730377,0.00005511429,0.9941916],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9960904,"threshold_uncertainty_score":0.9941738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016802385180002,"score_gpt":0.2093980621296756,"score_spread":0.1992300382778756,"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."}}