{"id":"W6968404716","doi":"10.5281/zenodo.14214302","title":"Tuning Detection of Ship Wakes by Detectability Modelling","year":2024,"lang":"en","type":"article","venue":"elib (German Aerospace Center)","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Space Agency; European Space Agency","keywords":"Wake; Detector; Wake turbulence; Object detection; Basis (linear algebra)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002631993,0.000164646,0.0001824975,0.00007279273,0.000129605,0.0001098575,0.0001146012,0.00008548943,0.0001305488],"category_scores_gemma":[0.00001134368,0.0001380277,0.0001153186,0.0002320951,0.00008940111,0.0002446685,0.00001349629,0.0002313201,0.00007217084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001109829,"about_ca_system_score_gemma":0.0000192003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004360264,"about_ca_topic_score_gemma":0.0002542044,"domain_scores_codex":[0.9987816,0.00006918485,0.0002507838,0.0003341906,0.0002357146,0.000328581],"domain_scores_gemma":[0.9995314,0.00007421757,0.00005962925,0.0001917949,0.00002818135,0.0001147588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003356609,0.0001921152,0.08411475,0.002026627,0.0003167008,0.0001431616,0.0112917,0.03901618,0.1908373,0.00008432713,0.003461399,0.66818],"study_design_scores_gemma":[0.0001761186,0.0001042624,0.004757961,0.0002190906,0.00002235951,0.00003043019,0.000216356,0.9598414,0.02719182,0.000198524,0.006984025,0.0002576916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876139,0.002509266,0.006939444,0.0001395317,0.001141026,0.0001196351,0.00005346273,0.0001461904,0.001337564],"genre_scores_gemma":[0.9985973,0.000145804,0.0006123664,0.00003516913,0.0001276188,1.556402e-8,0.00004341635,0.00001089092,0.0004274445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9208252,"threshold_uncertainty_score":0.5628605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01159424998235743,"score_gpt":0.2153965112259733,"score_spread":0.2038022612436159,"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."}}