{"id":"W2045780258","doi":"10.4319/lom.2005.3.24","title":"Dissolved gas measurements in oceanic waters made by membrane inlet mass spectrometry","year":2005,"lang":"en","type":"article","venue":"Limnology and Oceanography Methods","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Seawater; Trace gas; Biogeochemical cycle; Mass spectrometry; Environmental science; Subarctic climate; Transect; Inlet; Environmental chemistry; Oceanography; Chemistry; Analytical Chemistry (journal); Atmospheric sciences; Geology; Chromatography","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":[0.0004769678,0.0005512962,0.0003842505,0.0006947258,0.0003927597,0.0004491643,0.0004968402,0.0003190788,0.0005906223],"category_scores_gemma":[0.0005104574,0.0002392177,0.0002041155,0.0006423989,0.0002657738,0.0003232885,0.0006401528,0.0004395233,0.0002991793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006450336,"about_ca_system_score_gemma":0.0005414222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002744932,"about_ca_topic_score_gemma":0.00445665,"domain_scores_codex":[0.9992392,0.00006470853,0.00004454126,0.0002010582,0.0004167425,0.00003367131],"domain_scores_gemma":[0.9998025,0.00003472233,0.00005497023,0.00002112058,0.00007078344,0.0000158692],"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":[0.00005883424,0.00001270764,0.005937686,0.00007451785,0.00001368229,0.00003386922,0.00003109893,0.0001990295,0.9813871,0.0001502594,0.0001133222,0.01198798],"study_design_scores_gemma":[0.00002043876,0.0001851442,0.02443618,0.00002855765,0.00003385869,0.0002331567,0.0001168545,0.007670755,0.9575186,0.0002563276,0.009471038,0.00002907345],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8104011,0.003229348,0.1748118,0.0002319827,0.0001342589,0.0001902,0.003906298,0.00127616,0.005818916],"genre_scores_gemma":[0.7096427,0.002826681,0.2802932,0.0001247449,0.00004318001,0.0003514743,0.002104508,0.00009493595,0.004518629],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002744932,"threshold_uncertainty_score":0.005457878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918708088258373,"score_gpt":0.2564409931521179,"score_spread":0.2372539122695342,"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."}}