{"id":"W4321493214","doi":"10.5194/egusphere-egu23-520","title":"Swish floats- an inexpensive neutrally buoyant float to monitor dispersion in coastal seas","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Neutral buoyancy; Float (project management); Meteorology; Ocean current; Oceanography; Environmental science; Geology; Advection; Drifter; Buoyancy; Lagrangian; Marine engineering; Physics; Mechanics","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":[0.0004881316,0.0004505717,0.0003165784,0.001000487,0.000357013,0.000412419,0.0005717049,0.0003521355,0.001641481],"category_scores_gemma":[0.0003562037,0.0002235892,0.000300433,0.0004934185,0.0002625698,0.0005847318,0.0006265055,0.0002644609,0.0008197489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003403672,"about_ca_system_score_gemma":0.0003770882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008266057,"about_ca_topic_score_gemma":0.0332288,"domain_scores_codex":[0.9997352,0.00002874117,0.00001005719,0.00005529734,0.0001500282,0.00002068509],"domain_scores_gemma":[0.9997656,0.00002864217,0.00004291158,0.00002658144,0.00009980449,0.00003658069],"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":[0.0003844073,0.0003042716,0.1325261,0.0005265088,0.000184146,0.0002936302,0.0007484774,0.004684842,0.5288387,0.002033552,0.01113861,0.3183368],"study_design_scores_gemma":[0.0002551528,0.004944535,0.5633387,0.0002139274,0.0003790661,0.001688974,0.001141139,0.07775958,0.2528033,0.001392285,0.09575282,0.0003304291],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7877623,0.001796317,0.1830719,0.000443336,0.0004051313,0.0009599882,0.004152642,0.002242436,0.01916599],"genre_scores_gemma":[0.6399313,0.001236079,0.3326276,0.0004664222,0.0001203331,0.0005443395,0.003006411,0.0002013749,0.02186614],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008266057,"threshold_uncertainty_score":0.01643592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02455168322712074,"score_gpt":0.2480709091571646,"score_spread":0.2235192259300439,"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."}}