{"id":"W4241643988","doi":"10.5194/bg-2020-483","title":"A novel representation of biological nitrogen fixation andcompetitive dynamics between nitrogen-fixing and non-fixing plantsin a land model (GFDL LM4.1-BNF)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Division of Environmental Biology; Princeton University; National Science Foundation","keywords":"Nitrogen fixation; Nitrogen cycle; Ecosystem; Cycling; Environmental science; Nitrogen; Chemistry; Ecology; Biology; Geography; Forestry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002838303,0.0008650523,0.000638385,0.0006063998,0.0005782155,0.001204857,0.002130501,0.00224953,0.004599407],"category_scores_gemma":[0.0008609683,0.0004053867,0.001176605,0.000734259,0.0005169217,0.001420771,0.0008283289,0.0008876324,0.0007311793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001610163,"about_ca_system_score_gemma":0.001391265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03876613,"about_ca_topic_score_gemma":0.01860826,"domain_scores_codex":[0.9998668,0.00003601597,0.000008593039,0.00003418895,0.00002731636,0.00002708528],"domain_scores_gemma":[0.9997888,0.00006429672,0.00003060945,0.00003165567,0.00005157142,0.00003299677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002922424,0.0000439609,0.002078954,0.00004655373,0.00004216139,0.00009443267,0.00003313296,0.9772074,0.002492154,0.01034174,0.001941522,0.005648823],"study_design_scores_gemma":[0.00002109306,0.000006001702,0.0002881709,0.000003625212,0.000008317017,0.00001256771,0.000007583122,0.9953746,0.0002124158,0.002071222,0.001985562,0.000008845731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5086589,0.001137034,0.4222434,0.002464144,0.0003432997,0.0001947234,0.01546421,0.006076926,0.04341729],"genre_scores_gemma":[0.9095804,0.0004244743,0.07497296,0.0003750736,0.0001234699,0.0004049827,0.006356174,0.0008361401,0.006926351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03876613,"threshold_uncertainty_score":0.07708102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03727016106296362,"score_gpt":0.244467915243375,"score_spread":0.2071977541804114,"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."}}