{"id":"W4394878952","doi":"10.7249/rra2375-1","title":"Great Lakes Oil Spill Response Capabilities Evaluation","year":2024,"lang":"en","type":"book","venue":"RAND Corporation eBooks","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration; U.S. Department of Homeland Security","keywords":"Oil spill; Environmental science; Petroleum engineering; Geology; Environmental protection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001232368,0.0003166771,0.0002457161,0.0001384243,0.0001991608,0.0001551646,0.0001267317,0.0003251481,0.004033174],"category_scores_gemma":[0.00008409499,0.0002981198,0.0001585932,0.00006432817,0.0002629936,0.0001351021,0.00005948154,0.0002809808,0.003195964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009703108,"about_ca_system_score_gemma":0.0002608531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004826561,"about_ca_topic_score_gemma":0.0007994377,"domain_scores_codex":[0.9977039,0.0002619705,0.0004249176,0.0005566126,0.0008628871,0.0001897206],"domain_scores_gemma":[0.9991403,0.0000895294,0.0002421052,0.0003626038,0.00006422001,0.0001012959],"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":[0.001827845,0.00004418753,0.00009177341,0.0003837553,0.0001445985,0.00004393421,0.004368153,0.001042479,0.01773998,0.007584271,0.2246566,0.7420724],"study_design_scores_gemma":[0.0009193822,0.0002175282,0.00026723,0.0001953939,0.0002701893,0.00002679912,0.00008403449,0.002202815,0.002019584,0.06363267,0.9295482,0.0006162049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02443427,0.0001750897,0.00007657623,0.0001620411,0.001103987,0.000436801,0.00005188729,0.0002291746,0.9733302],"genre_scores_gemma":[0.07168394,0.00001701759,0.00005066091,0.0001810744,0.000230403,0.0001889743,0.0001993326,0.0000523792,0.9273962],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7414562,"threshold_uncertainty_score":0.9999471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963712738718008,"score_gpt":0.2334128581070548,"score_spread":0.2137757307198747,"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."}}