{"id":"W2369004784","doi":"","title":"A Review on Predictive Modeling for Accidental Oil Spilling Trajectory and Environmental Fate in Water","year":2013,"lang":"en","type":"review","venue":"Environmental Monitoring and Forewarning","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Trajectory; Oil spill; Environmental science; Marine engineering; Sediment; Dispersion (optics); Petroleum engineering; Selection (genetic algorithm); Accidental; Computer science; Engineering; Environmental engineering; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009819252,0.001637575,0.001693453,0.00213598,0.0003068738,0.001182091,0.001635655,0.001395583,0.003403795],"category_scores_gemma":[0.002279455,0.0005864129,0.00139491,0.003447601,0.0003105021,0.001806697,0.0006589543,0.001119241,0.001515814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006028877,"about_ca_system_score_gemma":0.002150143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004798151,"about_ca_topic_score_gemma":0.003874953,"domain_scores_codex":[0.9997186,0.00005703627,0.00004097827,0.00007169387,0.00009377765,0.00001791152],"domain_scores_gemma":[0.9987478,0.0007869758,0.0001161148,0.00004945508,0.000267931,0.00003175577],"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":[0.00005922604,0.0001265477,0.001110549,0.03322368,0.000447371,0.0002342459,0.00008872365,0.02614591,0.001593903,0.01489482,0.0365155,0.8855596],"study_design_scores_gemma":[0.00002092783,0.0001868043,0.00180668,0.01432724,0.0008424242,0.0006618253,0.0001389025,0.01626462,0.002219743,0.0149725,0.9484299,0.0001283482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005602781,0.9897726,0.006653116,0.0004713037,0.0003267787,0.00001380522,0.0001976358,0.00006432359,0.001940113],"genre_scores_gemma":[0.003653569,0.9929528,0.002302836,0.0001020759,0.000190633,0.00001812497,0.000182873,0.00001168289,0.0005853992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004798151,"threshold_uncertainty_score":0.01138681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359453732593562,"score_gpt":0.2581547853468057,"score_spread":0.2345602480208701,"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."}}