{"id":"W7053360337","doi":"","title":"Verification and validation of an in-ice oil spill trajectory model based on satellite-derived ice drift data","year":2017,"lang":"en","type":"article","venue":"NPARC","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oil spill; Trajectory; Sea ice; Buoy; Submarine pipeline; Waves and shallow water; Beaufort sea; Drift ice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001355545,0.00007520337,0.00009200288,0.00003240272,0.00006409963,0.0000375144,0.0002725261,0.0000499272,0.00003050031],"category_scores_gemma":[0.00004422233,0.00007340369,0.000009182279,0.00002796575,0.00004623425,0.0001828542,0.00002766271,0.00008006462,0.000005643152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001327529,"about_ca_system_score_gemma":0.00001216573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000281598,"about_ca_topic_score_gemma":0.00002038003,"domain_scores_codex":[0.9994729,0.00001328072,0.0001468964,0.0001818865,0.00009028982,0.00009475826],"domain_scores_gemma":[0.9989859,0.00002551594,0.00003674259,0.0008839977,0.00002130892,0.00004657384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004476977,0.00009325783,0.0001467249,0.000184079,0.000005877253,4.789229e-7,0.0001767256,0.1039874,0.7617354,0.002344237,0.00006063925,0.1312204],"study_design_scores_gemma":[0.0002593048,0.00002282522,0.00424095,0.00001932715,0.000008228922,1.194275e-7,0.00001487219,0.9665759,0.02783224,0.0002653971,0.0006729253,0.00008795266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595163,0.00003766171,0.005409984,0.0002687057,0.00003197864,0.0001060599,0.00004472331,0.00005665482,0.03452791],"genre_scores_gemma":[0.9934978,0.00009400467,0.006206929,0.00002662815,0.00002200372,0.00001658854,0.00008138586,0.00001395648,0.00004066982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8625885,"threshold_uncertainty_score":0.2993315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04299450970325441,"score_gpt":0.2563232736074811,"score_spread":0.2133287639042267,"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."}}