{"id":"W2558114395","doi":"10.3390/s16122027","title":"A Multi-Pumping Flow System for In Situ Measurements of Dissolved Manganese in Aquatic Systems","year":2016,"lang":"en","type":"article","venue":"Sensors","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Absorbance; Manganese; Detection limit; Chemistry; Flow injection analysis; In situ; Dissolved organic carbon; Inductively coupled plasma; Seawater; Analytical Chemistry (journal); Spectrophotometry; Environmental chemistry; Environmental science; Chromatography; Geology; Plasma","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004376801,0.00009297214,0.0002202231,0.00008500425,0.0000276295,0.000009551062,0.00009903505,0.00004173708,0.00002995325],"category_scores_gemma":[0.00006270208,0.00006224278,0.00005669615,0.0001738503,0.00002097944,0.00005690691,0.000004447526,0.00002811691,0.00002723039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000184308,"about_ca_system_score_gemma":0.00001086031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002733583,"about_ca_topic_score_gemma":0.01228608,"domain_scores_codex":[0.9990377,0.00006600667,0.0003179432,0.000180379,0.0001718957,0.0002260258],"domain_scores_gemma":[0.9996361,0.00008941477,0.00008672326,0.0001197213,0.00001867754,0.00004939528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007141245,0.00003512475,0.9316941,0.0004572549,0.00003789569,0.00001151556,0.0003448247,0.01083936,0.0543833,6.737688e-7,0.000004875804,0.002119661],"study_design_scores_gemma":[0.005174504,0.0001397542,0.4527688,0.002376863,0.0000955274,0.00001509566,0.008534283,0.4133203,0.1169023,0.00002532528,0.00005375041,0.0005935313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990743,0.00009484902,0.00007048005,0.00004222417,0.00009102242,0.0002230913,0.00004262034,0.00001017973,0.0003511921],"genre_scores_gemma":[0.9994327,0.000002678183,0.0003217141,0.000003230691,0.00001880774,0.000004168876,0.00003009671,0.00000212922,0.0001844739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4789253,"threshold_uncertainty_score":0.6855924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03533889297038045,"score_gpt":0.2286136092389875,"score_spread":0.1932747162686071,"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."}}