{"id":"W4396689883","doi":"10.24124/2024/59494","title":"Developing a decision-making framework for optimal marine oil spill waste management and treatment","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Compatibility (geochemistry); Engineering; Adaptability; Waste management; Computer science; Operations research","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":[],"category_scores_codex":[0.00008807853,0.0002610696,0.000184691,0.0001024134,0.0001661804,0.0001196193,0.0000851787,0.0001742886,0.001044993],"category_scores_gemma":[0.00002277902,0.0002167202,0.00009242479,0.0001766662,0.00002058458,0.00006874336,0.00009766877,0.00009489089,0.0002115123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004868171,"about_ca_system_score_gemma":0.00001088272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000618081,"about_ca_topic_score_gemma":0.001067536,"domain_scores_codex":[0.9987696,0.000008244392,0.0002553471,0.0005308375,0.0002184855,0.0002174477],"domain_scores_gemma":[0.9996132,0.00008673259,0.00007900028,0.0001537637,0.000008548752,0.00005874297],"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":[0.00008285264,0.00001572392,0.00006478695,0.000136295,0.00006194865,0.000009425023,0.000381304,0.0001854801,0.00002890876,0.005951209,0.0002244403,0.9928576],"study_design_scores_gemma":[0.004387761,0.002120845,0.0424755,0.01095693,0.002203014,0.00008733398,0.02831965,0.03576751,0.01473184,0.4032169,0.4498155,0.005917198],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7451366,0.0003436382,0.0890853,0.000248487,0.002823868,0.001059981,0.00001724292,0.0002940798,0.1609908],"genre_scores_gemma":[0.1176754,0.001542169,0.786567,0.0002499414,0.0001781987,0.0006393666,0.0002471032,0.0000967937,0.09280396],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9869404,"threshold_uncertainty_score":0.9998682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154271880446414,"score_gpt":0.2827780698196972,"score_spread":0.2712353510152331,"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."}}