{"id":"W2620581258","doi":"10.1088/1674-1056/26/5/054102","title":"Effective dielectric constant model of electromagnetic backscattering from stratified air–sea surface film–sea water medium","year":2017,"lang":"en","type":"article","venue":"Chinese Physics B","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Dielectric; Constant (computer programming); Materials science; Seawater; Environmental science; Surface (topology); Air water; Atmospheric sciences; Physics; Oceanography; Geology; Mechanics; Optoelectronics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.00009824689,0.0001885263,0.0002168675,0.00001336752,0.000260552,0.00004423811,0.0002716313,0.00005669277,0.0002304347],"category_scores_gemma":[0.00002819278,0.0001387112,0.00008198349,0.00007501766,0.0002024692,0.0003139928,0.000134583,0.0001553386,0.0001636384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007957109,"about_ca_system_score_gemma":0.00001297116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008778119,"about_ca_topic_score_gemma":0.0002008733,"domain_scores_codex":[0.9989524,0.00003828511,0.0001782908,0.0003156561,0.0002525988,0.0002627181],"domain_scores_gemma":[0.9992844,0.00004445122,0.0001267306,0.0004420702,0.0000193177,0.0000830064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003326577,0.00006262403,0.01166219,0.00001117631,0.00001955531,0.000001112732,0.0003993807,0.01082367,0.9741241,0.00002343348,0.00006805384,0.002771437],"study_design_scores_gemma":[0.0005238546,0.0001118276,0.09952543,0.00001250131,0.00002344062,6.872928e-7,0.000008435241,0.1836901,0.7030969,0.01279419,0.000006482602,0.0002061586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877496,0.0000117791,0.002600782,0.0001442306,0.0001381874,0.0002550816,0.00003714694,0.00003531095,0.009027879],"genre_scores_gemma":[0.9992861,0.00001028839,0.0003131221,0.00005619389,0.00006293585,0.00001738753,0.00003306229,0.0000195769,0.0002013611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2710273,"threshold_uncertainty_score":0.5656478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007011751165667603,"score_gpt":0.2215976160920411,"score_spread":0.2145858649263735,"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."}}