{"id":"W4401277413","doi":"10.5376/msb.2024.15.0004","title":"Advancements in Symbiotic Nitrogen Fixation: Enhancing Sugarcane Production","year":2024,"lang":"en","type":"article","venue":"Molecular Soil Biology","topic":"Sugarcane Cultivation and Processing","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nitrogen fixation; Agriculture; Sustainability; Biotechnology; Productivity; Natural resource economics; Sustainable agriculture; Agricultural engineering; Environmental science; Business; Nitrogen; Biochemical engineering; Agroforestry; Biology; Engineering; Ecology; Economics; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0008061454,0.000491953,0.0002414339,0.0005678632,0.0005265576,0.001085069,0.0004428744,0.0005643629,0.001313782],"category_scores_gemma":[0.0002750734,0.000073071,0.0002911407,0.0008408926,0.0003684282,0.001020187,0.0007079492,0.0005327602,0.0002373912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130445,"about_ca_system_score_gemma":0.001785373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003867434,"about_ca_topic_score_gemma":0.006640587,"domain_scores_codex":[0.9997215,0.00004196716,0.00001084043,0.00005652817,0.0001135245,0.00005563326],"domain_scores_gemma":[0.9998876,0.00001552741,0.00002403456,0.000008358225,0.0000388766,0.00002555566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002174785,0.0002109843,0.009068763,0.002009581,0.00007875059,0.0006393148,0.0006094314,0.001979507,0.6027639,0.01829317,0.002147443,0.3619817],"study_design_scores_gemma":[0.00004420786,0.001166393,0.04333618,0.0006514955,0.0003377502,0.001406761,0.002355896,0.007690409,0.4236663,0.01499775,0.5042489,0.00009793416],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7010233,0.1798877,0.03624864,0.01367846,0.0006541846,0.0001105297,0.0003943005,0.0002812164,0.06772175],"genre_scores_gemma":[0.8763723,0.09716523,0.01864981,0.0006424127,0.0001260066,0.00003425778,0.0002145614,0.00002071745,0.006774799],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003867434,"threshold_uncertainty_score":0.008202016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363037844114319,"score_gpt":0.253410183468659,"score_spread":0.2397798050275158,"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."}}