{"id":"W3125915930","doi":"10.20944/preprints201809.0137.v1","title":"Advantages and Limitations to the Use of Optical&amp;nbsp;Measurements to Study Sediment Dynamics","year":2018,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Office of Naval Research; U.S. Geological Survey; Woods Hole Oceanographic Institution","keywords":"Settling; Particle (ecology); Sediment; Particle size; Sedimentation; Materials science; Boundary (topology); Physics; Mineralogy; Environmental science; Geology; Geomorphology; Mathematics; Oceanography; Thermodynamics","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":[0.01982161,0.001578001,0.0009625509,0.002923854,0.001426902,0.003940442,0.003073734,0.002686043,0.002362098],"category_scores_gemma":[0.04192541,0.00116665,0.0009201838,0.004568568,0.003310979,0.003975155,0.004245236,0.002588069,0.00182177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060154,"about_ca_system_score_gemma":0.001275634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005927407,"about_ca_topic_score_gemma":0.005321326,"domain_scores_codex":[0.982224,0.00627306,0.001166419,0.003284829,0.006595125,0.0004564939],"domain_scores_gemma":[0.9413804,0.03321201,0.004289667,0.01149934,0.008952145,0.0006664076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006035549,0.0002590234,0.1737066,0.004123444,0.0008608904,0.0004684023,0.002510759,0.01014505,0.1060335,0.0451002,0.01084383,0.6453447],"study_design_scores_gemma":[0.0001819582,0.0009070251,0.2791083,0.003119188,0.001070655,0.00725173,0.003322511,0.1119986,0.1616662,0.1538847,0.2765383,0.0009506607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.170712,0.04826925,0.6759578,0.0155018,0.002254492,0.0003952179,0.005230215,0.003135337,0.07854387],"genre_scores_gemma":[0.6188897,0.01232601,0.3578004,0.002474508,0.001594459,0.0006134468,0.001084006,0.0008066729,0.004410768],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01982161,"threshold_uncertainty_score":0.1048279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2771204200188204,"score_gpt":0.3350263604192621,"score_spread":0.05790594040044172,"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."}}