{"id":"W4414986504","doi":"10.1093/ismejo/wraf226","title":"Exceptionally high carbon fixation and nitrogen assimilation rates in microbial mats of an alkaline soda lake","year":2025,"lang":"en","type":"article","venue":"The ISME Journal","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Oncolytics Biotech (Canada); University of Calgary","funders":"Alliance de recherche numérique du Canada; Canada First Research Excellence Fund; Canada Research Chairs; Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Government of Alberta; University of Calgary","keywords":"Ammonium; Cyanobacteria; Microbial mat; Heterotroph; Nitrogen fixation; Nitrogen; Nitrogen assimilation; Assimilation (phonology); Carbon fixation; Nitrogen cycle","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000123936,0.0002526611,0.0001945245,0.0004826413,0.0006070875,0.0004562371,0.0001069151,0.0002094327,0.0002376804],"category_scores_gemma":[0.0002083758,0.0001894362,0.0001304872,0.0003924471,0.0003584618,0.0002845206,0.0004061245,0.0001058967,0.00007109068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003220236,"about_ca_system_score_gemma":0.0004167348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01516396,"about_ca_topic_score_gemma":0.02825994,"domain_scores_codex":[0.9998924,0.000007505015,0.00001043109,0.00003755923,0.00002717635,0.00002494831],"domain_scores_gemma":[0.9998794,0.0000154032,0.00003044804,0.000006005217,0.00003193158,0.00003684768],"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":[0.000158468,0.00001142845,0.1206503,0.00005629332,0.00001890206,0.00008889708,0.0005735762,0.00006754032,0.8764977,0.00003300019,0.00001491046,0.001828911],"study_design_scores_gemma":[0.000006344454,0.00007642607,0.9697329,0.000004780749,0.00002316291,0.0001860485,0.0004289562,0.0004430049,0.02863136,0.00004171139,0.0004148249,0.00001041042],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999668,0.00004625457,0.00006989297,0.000004695469,5.572916e-7,0.000002713323,0.00007304943,0.000001900616,0.0001330501],"genre_scores_gemma":[0.9993072,0.00005093667,0.0003280698,0.000005301742,0.000001350867,0.000005737166,0.0001573997,0.000001670573,0.0001425278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01516396,"threshold_uncertainty_score":0.03015137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007799561658516775,"score_gpt":0.2424342980050962,"score_spread":0.2346347363465794,"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."}}