{"id":"W1976212290","doi":"10.7901/2169-3358-2011-1-125","title":"Modelling and Mapping the Probability of Occurrence of Operational Oil Discharges from Marine Vessels in Canada's Pacific Region","year":2011,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Operability; Environmental science; Oil spill; Meteorology; Pacific ocean; Geography; Oceanography; Computer science; Environmental protection; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007554686,0.0006480054,0.0003899273,0.00132989,0.0007074906,0.001753191,0.001394569,0.001122304,0.001133952],"category_scores_gemma":[0.002736466,0.0007082999,0.0008336286,0.001483128,0.0007831707,0.0007160733,0.000587445,0.0008594336,0.0001608796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005560828,"about_ca_system_score_gemma":0.006844461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.902281,"about_ca_topic_score_gemma":0.790239,"domain_scores_codex":[0.999671,0.00003622025,0.00001691884,0.0001003467,0.00005431178,0.000121256],"domain_scores_gemma":[0.998701,0.0006842484,0.0002059084,0.00005177289,0.0002207748,0.0001362518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006297453,0.00003954017,0.05869678,0.00001732335,0.0000458378,0.00009916906,0.00006812294,0.9368435,0.0003516348,0.0007700771,0.000341911,0.002663225],"study_design_scores_gemma":[0.000006151285,0.00001139369,0.01505406,0.000004274733,0.00001208329,0.00001738423,0.00009263009,0.9842367,0.0001431531,0.0002690546,0.0001417134,0.00001140556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991246,0.0000730595,0.00586088,0.0002751579,0.000006942655,0.00003820052,0.001168822,0.00009381437,0.001237086],"genre_scores_gemma":[0.9959326,0.0001006349,0.002073973,0.00001130563,0.000003946129,0.00001485097,0.0008911676,0.0000100723,0.0009614496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09771895,"threshold_uncertainty_score":0.1965888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04596068894167601,"score_gpt":0.2060049856841508,"score_spread":0.1600442967424748,"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."}}