{"id":"W7076052905","doi":"10.2139/ssrn.5394559","title":"Wave-Induced Horizontal Diffusivity from Optically Sensed Dye Tracer Fields in Impermeable Beach Laboratory Experiments","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Muon and positron interactions and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Queen's University","funders":"","keywords":"Thermal diffusivity; TRACER; Field (mathematics); Measure (data warehouse); Diffusion","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837721,0.0001850245,0.0001871566,0.0001809444,0.0002043151,0.0005761632,0.0003201026,0.0003149654,0.002071523],"category_scores_gemma":[0.0007677912,0.0001659543,0.0001082467,0.0002296757,0.0005708903,0.0006594805,0.000440825,0.0006469551,0.000206352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005817628,"about_ca_system_score_gemma":0.0003194347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002213286,"about_ca_topic_score_gemma":0.002159845,"domain_scores_codex":[0.9999207,0.00001052211,0.000003195226,0.00002472608,0.00002131676,0.00001948316],"domain_scores_gemma":[0.9997346,0.0001401304,0.0000462573,0.00002407756,0.00002810532,0.00002684551],"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":[0.0005923995,0.00007504346,0.004220427,0.00008292835,0.000008066315,0.0001580472,0.0002053,0.004207314,0.9825989,0.002025996,0.0002207278,0.005604865],"study_design_scores_gemma":[0.0001309108,0.0004148493,0.02342922,0.00002591387,0.0000249657,0.0001439051,0.0003402311,0.0648693,0.9081427,0.001506904,0.0009162407,0.0000548285],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923138,0.000112709,0.005342456,0.00005257232,0.000009183875,0.00001523653,0.0002129329,0.00006270757,0.001878365],"genre_scores_gemma":[0.9979903,0.0000804294,0.001065058,0.00001143204,0.000002423533,0.000009367629,0.00006185891,0.00001804267,0.0007611531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002213286,"threshold_uncertainty_score":0.006929934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074213951727377,"score_gpt":0.259901958555414,"score_spread":0.2491598190381402,"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."}}