{"id":"W4403413687","doi":"10.2139/ssrn.4988635","title":"Methanol Regulate the Performance and Microbial Assembly in the Partial Denitrification-Anammox System","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Anammox; Denitrification; Environmental science; Chemistry; Methanol; Environmental chemistry; Biochemical engineering; Engineering; Denitrifying bacteria; Nitrogen","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":[0.0001118459,0.0001999136,0.0002424177,0.00007564124,0.000161232,0.0003317432,0.000195813,0.0002018769,0.0005807976],"category_scores_gemma":[0.0001897525,0.0001440288,0.0001755066,0.00007679797,0.0001693602,0.0002119508,0.0002784589,0.0002472223,0.0001862693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003739307,"about_ca_system_score_gemma":0.0002144933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998287,"about_ca_topic_score_gemma":0.001772168,"domain_scores_codex":[0.9999161,0.00001423551,0.000004858821,0.00001855482,0.00002127048,0.00002502716],"domain_scores_gemma":[0.9999402,0.00001637899,0.00001096085,0.000007136465,0.00001374223,0.00001170607],"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":[0.0001828409,0.00001951838,0.0004185729,0.00002082844,0.000004341604,0.0000104556,0.00002157229,0.0002486295,0.9977182,0.0001406104,0.00003369776,0.001180707],"study_design_scores_gemma":[0.000009590634,0.00006939678,0.005297471,0.000002689027,0.000007098027,0.00001675684,0.00004014822,0.005857037,0.9878806,0.0002002675,0.0006134249,0.000005665607],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980216,0.0002388159,0.0009817261,0.00006595506,0.00001131117,0.000003994546,0.00006488356,0.00002677953,0.0005849818],"genre_scores_gemma":[0.9982011,0.0001027403,0.0004967423,0.00001533102,0.00000265976,0.000004500705,0.00009787381,0.0000100453,0.001069067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001998287,"threshold_uncertainty_score":0.003973365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00858051927603218,"score_gpt":0.2174334584469179,"score_spread":0.2088529391708857,"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."}}