{"id":"W2505060993","doi":"10.2136/sssabookser10.c29","title":"System‐Level Denitrification Measurement Based on Dissolved Gas Equilibration Theory and Membrane Inlet Mass Spectrometry","year":2013,"lang":"en","type":"book-chapter","venue":"Soil Science Society of America book series","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"TRACER; Denitrification; Chemistry; Inlet; Mass spectrometry; Mixing (physics); Water mass; Analytical Chemistry (journal); Environmental chemistry; Environmental science; Nitrogen; Chromatography; Geology","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":[0.0004296422,0.0006132068,0.0005893576,0.0007696596,0.0002816522,0.0008907681,0.0008914584,0.0006806306,0.002483217],"category_scores_gemma":[0.0001805158,0.0005377305,0.0004720388,0.001204231,0.0003507941,0.001043798,0.0005838633,0.0008168704,0.002046992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235258,"about_ca_system_score_gemma":0.000490372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001399041,"about_ca_topic_score_gemma":0.0032766,"domain_scores_codex":[0.9995334,0.00002490886,0.00001306126,0.0001451707,0.0002652343,0.00001815396],"domain_scores_gemma":[0.999931,0.00001664556,0.000007288557,0.000006373947,0.00003426279,0.000004460175],"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":[0.00004061092,0.00003998931,0.001215691,0.0005593452,0.00003210368,0.00006485338,0.00009806483,0.001679286,0.8574423,0.006202882,0.003093095,0.1295318],"study_design_scores_gemma":[0.000009010714,0.0001135049,0.007410697,0.0001126389,0.00004158295,0.0003788816,0.00008334029,0.02675241,0.8615096,0.002762105,0.1007666,0.00005958113],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08567188,0.02942333,0.794377,0.0005326167,0.000505926,0.0004715735,0.002790118,0.004577524,0.08165002],"genre_scores_gemma":[0.2461386,0.03180964,0.6017043,0.0004513457,0.0000892481,0.0007246578,0.003853269,0.0006262533,0.1146027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002483217,"threshold_uncertainty_score":0.008962512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669718721762669,"score_gpt":0.1889977277360535,"score_spread":0.1723005405184268,"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."}}