{"id":"W2915979159","doi":"10.5194/os-15-925-2019","title":"Segmented flow coil equilibrator coupled to a proton-transfer-reaction mass spectrometer for measurements of a broad range of volatile organic compounds in seawater","year":2019,"lang":"en","type":"article","venue":"Ocean science","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Manitoba","funders":"Natural Environment Research Council; Sight Research UK; University of Toronto; Johns Hopkins University","keywords":"Seawater; Flow (mathematics); Range (aeronautics); Analytical Chemistry (journal); Spectrometer; Chemistry; Mass transfer; Mechanics; Environmental science; Materials science; Physics; Chromatography; Optics; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000603137,0.0001167865,0.0002279483,0.00002869998,0.00004842729,0.00003042843,0.0003321682,0.00003713086,0.0007106551],"category_scores_gemma":[0.00003715235,0.00009628582,0.00004489319,0.0007517131,0.0001262085,0.0003464249,0.00001230496,0.00006074374,0.00002131113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002094558,"about_ca_system_score_gemma":0.0001611373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001488968,"about_ca_topic_score_gemma":0.00006326316,"domain_scores_codex":[0.9985828,0.00001801634,0.0002840087,0.0003180351,0.0004888037,0.000308367],"domain_scores_gemma":[0.999479,0.00004007524,0.00006352245,0.000205936,0.0001061822,0.0001053145],"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":[0.0001455969,0.00002501898,0.2778402,0.00007671436,0.000004377132,3.077998e-7,0.0001734371,0.0001837277,0.7214111,2.919865e-7,0.0000180738,0.0001211796],"study_design_scores_gemma":[0.001326778,0.0004225792,0.08274125,0.00009693173,0.000009646475,0.000002721599,0.0001225164,0.04892407,0.8660632,0.00003157558,0.00006290031,0.0001958642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972721,0.00001022789,0.000890584,0.00004705229,0.000101816,0.0009381148,0.00003468263,0.00001229716,0.0006931364],"genre_scores_gemma":[0.9964364,7.896604e-7,0.003248979,0.0000398499,0.00001587849,0.000003473277,0.00001478025,0.000003721,0.000236157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1950989,"threshold_uncertainty_score":0.7781174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808304996509862,"score_gpt":0.2260540740108098,"score_spread":0.2079710240457111,"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."}}