{"id":"W3162862776","doi":"","title":"A study of a denitrifying alphaproteobacterium from the Arabian Sea and its N-cycling potential in sub-oxic microzones within the upper water column","year":2020,"lang":"en","type":"dissertation","venue":"Stirling Online Research Repository (University of Stirling)","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water column; Denitrifying bacteria; Cycling; Oceanography; Column (typography); Environmental science; Biology; Environmental chemistry; Geology; Chemistry; Geography; Denitrification; Engineering; Connection (principal bundle); Forestry","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":[0.0007869657,0.0003244216,0.0005276164,0.0001502566,0.0009140121,0.00008653225,0.0008438581,0.0002338842,0.00003254787],"category_scores_gemma":[0.00005608247,0.0002331386,0.0001542753,0.000425766,0.0003470065,0.0002175553,0.0005493371,0.001097444,0.00001628317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001575699,"about_ca_system_score_gemma":0.0001112353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0209142,"about_ca_topic_score_gemma":0.01548775,"domain_scores_codex":[0.996516,0.0007276721,0.0004788898,0.0007388392,0.001061197,0.0004773616],"domain_scores_gemma":[0.9987714,0.0002515687,0.0003160661,0.0003937163,0.0001288696,0.0001383229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001506518,0.0007048236,0.04980273,0.0001533014,0.0003687476,0.0005359151,0.03825543,0.0005510778,0.9077275,0.000001012593,0.00002789731,0.000365096],"study_design_scores_gemma":[0.005150978,0.00150254,0.4390803,0.001265107,0.001065532,0.00004518842,0.2555658,0.01299349,0.2821724,0.0001048147,0.0001033877,0.0009504485],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974129,0.0006220614,0.000003255268,0.0002402963,0.0001943219,0.001397021,0.00006371966,0.00002221374,0.00004423561],"genre_scores_gemma":[0.9982247,0.000144521,0.0005325688,0.000004901729,0.0001345882,0.000004545278,0.000262541,0.00003803969,0.0006536235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6255551,"threshold_uncertainty_score":0.9856056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03024592668021815,"score_gpt":0.2618975618314242,"score_spread":0.2316516351512061,"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."}}