{"id":"W2117126040","doi":"10.5194/bgd-12-7537-2015","title":"Parameterization of biogeochemical sediment–water fluxes using in-situ measurements and a steady-state diagenetic model","year":2015,"lang":"en","type":"article","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Biogeochemical cycle; Water column; Biogeochemistry; Sediment; Diagenesis; Environmental science; Bottom water; Hydrology (agriculture); Oceanography; Geology; Geomorphology; Environmental chemistry; Geochemistry; Chemistry","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":[0.0005554964,0.0008900202,0.0005302325,0.0004440704,0.0004636196,0.0008860383,0.0007809399,0.001107754,0.001239977],"category_scores_gemma":[0.001132269,0.0007996788,0.0009213339,0.0004104162,0.0003974976,0.0006781801,0.0004827883,0.0008301854,0.0002679032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001420845,"about_ca_system_score_gemma":0.001538021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03906478,"about_ca_topic_score_gemma":0.03506818,"domain_scores_codex":[0.9998418,0.00004798299,0.00001447641,0.0000564869,0.00002153033,0.0000177432],"domain_scores_gemma":[0.9995545,0.0002318804,0.00007374588,0.00004598543,0.00007545075,0.00001847502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001204193,0.0000262822,0.001773618,0.00002121279,0.0000259438,0.00002193641,0.00001739414,0.9914812,0.003315367,0.0004103694,0.00008141106,0.002813199],"study_design_scores_gemma":[0.000004314754,0.00000588796,0.0005325773,0.000001417773,0.000006108838,0.000002997849,0.000003761425,0.9982864,0.0007982437,0.0002142844,0.0001395346,0.000004441846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3864969,0.000106846,0.6069342,0.0002086075,0.00003033963,0.00008665421,0.0009149711,0.00102259,0.004198925],"genre_scores_gemma":[0.9170257,0.00006752532,0.08037793,0.00005414223,0.00001063289,0.0001687032,0.0006559056,0.0001168069,0.001522706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03906478,"threshold_uncertainty_score":0.07767481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06473515000764953,"score_gpt":0.2294947074545035,"score_spread":0.1647595574468539,"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."}}