{"id":"W4389056040","doi":"10.5194/essd-15-5135-2023","title":"Measurements of nearshore ocean-surface kinematics through coherent arrays of free-drifting buoys","year":2023,"lang":"en","type":"article","venue":"Earth system science data","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineer Research and Development Center; U.S. Coastal Research Program; McGill University","keywords":"Buoy; Geodesy; Geology; Inertial measurement unit; Ranging; Remote sensing; Reference frame; Wind wave; Meteorology; Computer science; Physics; Frame (networking); Telecommunications","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":[0.002188408,0.0001519042,0.0003202604,0.00007626595,0.0001992158,0.00006770443,0.002175857,0.00003867893,0.00009566882],"category_scores_gemma":[0.0003537592,0.0001207255,0.00004097552,0.001636012,0.0003698569,0.0007098939,0.0005695444,0.00009561623,0.00008691744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004607602,"about_ca_system_score_gemma":0.0002055014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002953124,"about_ca_topic_score_gemma":0.00197183,"domain_scores_codex":[0.9971921,0.00006712046,0.0005546313,0.0004555942,0.001305387,0.0004251023],"domain_scores_gemma":[0.9979061,0.0001073614,0.0002811554,0.001408087,0.0001826364,0.000114636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003925931,0.0000677521,0.7786893,0.001806885,0.00006515513,0.00002169176,0.00164534,0.1944906,0.007104813,0.0003411034,0.002157633,0.0135704],"study_design_scores_gemma":[0.0003977039,0.0001513899,0.09938528,0.0004863736,0.0000356508,0.00001718762,0.00245046,0.8934675,0.002801787,0.00007891527,0.0004382108,0.0002894979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863764,0.00007410218,0.0007820301,0.00006640016,0.0007696381,0.0003874485,0.00234969,0.0001049535,0.009089311],"genre_scores_gemma":[0.992358,0.00001191619,0.006883615,0.000009389993,0.00003627804,1.251438e-7,0.0005790443,0.000004277809,0.0001173691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6989769,"threshold_uncertainty_score":0.4923043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08724194885358025,"score_gpt":0.2710415710362594,"score_spread":0.1837996221826791,"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."}}