{"id":"W4385839365","doi":"10.5194/essd-15-3673-2023","title":"Global oceanic diazotroph database version 2 and elevated estimate of global oceanic N <sub>2</sub> fixation","year":2023,"lang":"en","type":"article","venue":"Earth system science data","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Dalhousie University","funders":"National Natural Science Foundation of China; Natural Environment Research Council; Sight Research UK","keywords":"Diazotroph; Geology; Nitrogen fixation; Paleontology","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":[0.001671058,0.0001899309,0.0002714961,0.00009947144,0.0003584446,0.0001921153,0.001111516,0.00005635339,0.00006136412],"category_scores_gemma":[0.0002439469,0.0001621312,0.00002857764,0.002567125,0.0002269178,0.00150561,0.0005152646,0.00006866938,0.0007423892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002029623,"about_ca_system_score_gemma":0.0003496509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002494031,"about_ca_topic_score_gemma":0.002102745,"domain_scores_codex":[0.9972821,0.00009950974,0.0004308053,0.0007762263,0.0008802266,0.0005311255],"domain_scores_gemma":[0.998278,0.00006560382,0.0002412136,0.001026367,0.0001175722,0.0002712191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001530954,0.00003744211,0.9504986,0.0008458692,0.00003980239,0.0001570468,0.00004787841,0.001590941,0.005418349,0.001682056,0.006488417,0.03304044],"study_design_scores_gemma":[0.0003137191,0.0001001656,0.6308613,0.0001461639,0.00002132184,0.00007313262,0.0002291484,0.3672712,0.000409399,0.00003899764,0.0003524521,0.0001830067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848172,0.0001232847,0.0002664166,0.00004908462,0.0006274226,0.0002968557,0.01237791,0.0001579567,0.001283841],"genre_scores_gemma":[0.9966182,0.00003602913,0.0001302596,0.00001616203,0.000061403,5.344457e-7,0.003120512,0.000002861646,0.00001401975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3656803,"threshold_uncertainty_score":0.9542159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697772522019371,"score_gpt":0.2373344265723545,"score_spread":0.2203567013521608,"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."}}