{"id":"W4309582564","doi":"10.1007/s10021-022-00804-2","title":"Exploring the Role of Cryptic Nitrogen Fixers in Terrestrial Ecosystems: A Frontier in Nitrogen Cycling Research","year":2022,"lang":"en","type":"article","venue":"Ecosystems","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Sight Research UK; Leverhulme Trust; University of Wisconsin-Madison; Natural Environment Research Council; U.S. Department of Energy; Vetenskapsrådet; National Science Foundation","keywords":"Ecosystem; Ecology; Biology; Nitrogen cycle; Nitrogen fixation; Terrestrial ecosystem; Niche; Ecological niche; Niche differentiation; Biogeochemical cycle; Habitat; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003002506,0.0001548392,0.0003530314,0.0001275534,0.0002764252,0.00005441035,0.0006526174,0.00005796716,0.0001008508],"category_scores_gemma":[0.0001305372,0.00007027852,0.0001475344,0.001200147,0.00003779141,0.0001326371,0.0002798036,0.0005293082,0.00001860598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002951107,"about_ca_system_score_gemma":0.00003862561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01718949,"about_ca_topic_score_gemma":0.02802391,"domain_scores_codex":[0.9965838,0.001210894,0.0006283645,0.0003597437,0.0006605375,0.0005566523],"domain_scores_gemma":[0.9990292,0.0005664126,0.00014607,0.000152575,0.00003047142,0.00007533875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004170895,0.0003530114,0.9010102,0.00003683507,0.00006788635,0.00005837184,0.002780575,0.0008369724,0.08477041,0.0003497244,0.0001802739,0.009138689],"study_design_scores_gemma":[0.007336121,0.00291347,0.09359305,0.0009102653,0.00009468664,0.0002041684,0.3305798,0.4002509,0.0314832,0.03004864,0.09979849,0.002787207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967776,0.0009659792,6.925165e-8,0.0001505937,0.0005672579,0.0006740597,0.00004445987,0.00002886568,0.0007911205],"genre_scores_gemma":[0.9989511,0.00003043173,0.000006803361,0.00001130409,0.0003311762,0.0006108687,0.00003416568,0.000003968803,0.00002018181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8074171,"threshold_uncertainty_score":0.9897121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07982203589360194,"score_gpt":0.2610599391528582,"score_spread":0.1812379032592563,"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."}}