{"id":"W3158955176","doi":"10.1007/s12155-021-10284-2","title":"Nitrogen Fertilizer, Arbuscular Mycorrhizal Fungi, and Soil Nematodes Affect Lignin Quality and Quantity in Switchgrass (Panicum virgatum L.)","year":2021,"lang":"en","type":"article","venue":"BioEnergy Research","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"U.S. Department of Energy; National Institute of Food and Agriculture; National Science Foundation","keywords":"Panicum virgatum; Agronomy; Lignin; Biology; Panicum; Monoculture; Fertilizer; Abiotic component; Biofuel; Botany; Bioenergy; Ecology","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":[0.001388195,0.0001868842,0.0003183269,0.00006275707,0.0003531224,0.0002351088,0.0001965067,0.0001918203,0.0006462724],"category_scores_gemma":[0.0007605715,0.00008993298,0.00008895266,0.0008625166,0.00004453183,0.0001758633,0.0003048771,0.0004248809,0.00008156585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003358811,"about_ca_system_score_gemma":0.00004548289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01695751,"about_ca_topic_score_gemma":0.01931234,"domain_scores_codex":[0.997103,0.000948467,0.0003100074,0.0005948403,0.0004495099,0.0005941994],"domain_scores_gemma":[0.9965869,0.002799827,0.00004555231,0.0001336925,0.0001866663,0.0002473348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001102143,0.0001372547,0.522655,0.00003649634,0.00002184455,0.00008096694,0.00003447854,0.000002193276,0.4689555,0.004490457,0.001755584,0.001719965],"study_design_scores_gemma":[0.0004197228,0.0005855624,0.7629519,0.0003529086,0.00002715407,0.0003120828,0.002174339,0.001104956,0.1980554,0.01083296,0.02231631,0.0008667367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988353,0.008943281,0.000002371806,0.0009579528,0.0001165318,0.0001509857,0.000249071,0.00004118697,0.001185585],"genre_scores_gemma":[0.9915681,0.007297566,0.0000429663,0.0001042961,0.0001379968,0.00003348421,0.0003797803,0.000002658616,0.0004331247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2709001,"threshold_uncertainty_score":0.9985827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07861867421307427,"score_gpt":0.3419855844191718,"score_spread":0.2633669102060975,"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."}}