{"id":"W7084926261","doi":"10.5281/zenodo.15754759","title":"INMS Guidance Document on Nitrogen Impact Assessment Methods","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research in Cotton Cultivation","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Plant Biotechnology Institute","funders":"","keywords":"Nitrogen; Impact assessment; Environmental impact assessment; Reactive nitrogen; Index (typography); Quantitative assessment","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":[0.03080556,0.002217594,0.001383217,0.006319141,0.001870706,0.005893054,0.005582633,0.00537705,0.08656528],"category_scores_gemma":[0.0564278,0.00201601,0.002244144,0.004562714,0.001490514,0.003873311,0.003840327,0.003836842,0.06226095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003919803,"about_ca_system_score_gemma":0.01392097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02078806,"about_ca_topic_score_gemma":0.02455415,"domain_scores_codex":[0.9753348,0.007364038,0.002124953,0.001085008,0.01343409,0.0006571857],"domain_scores_gemma":[0.9630855,0.01316659,0.001697454,0.003581488,0.01806404,0.0004049153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001554386,0.0002724204,0.0011703,0.002187795,0.00005517516,0.0003492799,0.0006899346,0.01210526,0.004030196,0.07127702,0.6174472,0.29026],"study_design_scores_gemma":[0.00005630859,0.00007968496,0.0006903623,0.001606483,0.00002724118,0.0001824584,0.0002047919,0.004455603,0.00242415,0.02008201,0.9701226,0.00006827297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002872576,0.003470838,0.5915813,0.009897224,0.001770931,0.007912884,0.06594342,0.01427483,0.302276],"genre_scores_gemma":[0.01326744,0.005619916,0.7785806,0.003715383,0.000496138,0.01097049,0.04751844,0.005543596,0.134288],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08656528,"threshold_uncertainty_score":0.2895897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05343273579536794,"score_gpt":0.3722595579060641,"score_spread":0.3188268221106962,"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."}}