{"id":"W4401865707","doi":"10.22541/au.172463318.84381995/v1","title":"Global role of vanadium for nitrogen fixation in extratropical forests","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Vanadium and Halogenation Chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université de Sherbrooke","funders":"","keywords":"Extratropical cyclone; Nitrogen fixation; Vanadium; Nitrogen; Environmental science; Agroforestry; Climatology; Chemistry; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000133835,0.0004367084,0.0002621166,0.0007399131,0.0002156747,0.0004397337,0.0001924445,0.0001744675,0.000872205],"category_scores_gemma":[0.0001742065,0.00009418298,0.0001744548,0.0006735342,0.0002233525,0.0004023163,0.0005136913,0.0001555629,0.0001170632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005148933,"about_ca_system_score_gemma":0.0002801746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01977888,"about_ca_topic_score_gemma":0.02864102,"domain_scores_codex":[0.9999366,0.000005198068,0.000002192098,0.0000320439,0.00001066634,0.00001341416],"domain_scores_gemma":[0.9999225,0.00001199678,0.00002347528,0.000009600045,0.00001613105,0.00001632296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006450154,0.00004962964,0.6524765,0.0004591977,0.0004535887,0.0009911665,0.0005372145,0.0107799,0.2396511,0.002461927,0.000633582,0.09086111],"study_design_scores_gemma":[0.00001349785,0.00004045717,0.9795704,0.00002438122,0.00006089858,0.0001628169,0.0004341083,0.004719662,0.008497868,0.001315058,0.005145463,0.00001541442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914052,0.0032231,0.0006329541,0.0001306834,0.000009260924,0.000005586679,0.0004441549,0.00004395869,0.004104969],"genre_scores_gemma":[0.998188,0.0009195539,0.0003195355,0.00001763685,0.000004803314,0.000001790232,0.0002208751,0.000007752686,0.0003201135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01977888,"threshold_uncertainty_score":0.0393275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210927911529142,"score_gpt":0.2702169730261189,"score_spread":0.2581076939108274,"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."}}