{"id":"W3126512465","doi":"10.7717/peerj.12424","title":"Co-culturing <i>Hyphomicrobium nitrativorans</i> strain NL23 and <i>Methylophaga nitratireducenticrescens</i> strain JAM1 allows sustainable denitrifying activities under marine conditions","year":2021,"lang":"en","type":"article","venue":"PeerJ","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Denitrifying bacteria; Biofilm; Anoxic waters; Denitrification; Strain (injury); Microbiology; Bacteria; Biology; Bioreactor; Food science; Nitrite reductase; Nitrate; Chemistry; Nitrite; Botany; Nitrogen; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002328872,0.0003749986,0.0003475059,0.00006054941,0.0006374156,0.0003231629,0.0001730395,0.0001271238,0.002048495],"category_scores_gemma":[0.00002301046,0.0003628782,0.0001413042,0.0002737593,0.0003617273,0.000622948,0.0001882376,0.0002770998,0.00008039745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002298237,"about_ca_system_score_gemma":0.00007367819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000329029,"about_ca_topic_score_gemma":0.0004280054,"domain_scores_codex":[0.9978181,0.0001710413,0.0003140093,0.0005994127,0.0003446436,0.000752818],"domain_scores_gemma":[0.9992533,0.0001079167,0.00009061678,0.000286356,0.00003341947,0.0002283514],"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":[0.00003312817,0.0002325731,0.005684796,0.00005759795,0.000110842,0.0004222654,0.0007980277,0.0001419329,0.9903952,0.0004185579,0.001242198,0.0004628756],"study_design_scores_gemma":[0.001946981,0.00007439745,0.01391213,0.00002836122,0.000154784,0.0003399795,0.008766242,0.00005907598,0.9677657,0.002682267,0.003649756,0.0006202834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899756,0.0001901259,0.0001312017,0.0006437203,0.00008509398,0.0003687353,0.0002630365,0.0001008202,0.008241717],"genre_scores_gemma":[0.9786133,0.00006104649,0.004647799,0.0003643393,0.00008189869,0.00004015365,0.0005081425,0.00004525654,0.01563803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02262947,"threshold_uncertainty_score":0.9998823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040208893518611,"score_gpt":0.2359263342074211,"score_spread":0.225524245272235,"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."}}