{"id":"W4417252924","doi":"10.1007/s42729-025-02891-1","title":"Integrative Approaches to Enhance Soil Quality and Crop Performance Through Residue Management and Nitrogen Fertilization in Diverse Cropping Rotations","year":2025,"lang":"en","type":"article","venue":"Journal of soil science and plant nutrition","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Crop residue; Soil quality; Soil fertility; Soil health; Human fertilization; Soil management; Crop rotation; Residue (chemistry); Nutrient management; Cropping system","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":[0.0006555657,0.00007415079,0.0001249861,0.00007572049,0.0002585438,0.0001022545,0.00008727478,0.00003372433,0.000001361718],"category_scores_gemma":[0.00005505179,0.00003522594,0.00001538267,0.0005958154,0.0001393248,0.0004448566,0.00005511532,0.00008727769,1.729146e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004750537,"about_ca_system_score_gemma":0.00001745102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002482797,"about_ca_topic_score_gemma":0.001510704,"domain_scores_codex":[0.9992282,0.00004791055,0.0002252026,0.0001635559,0.0002081404,0.0001269597],"domain_scores_gemma":[0.9996548,0.00006697669,0.00009721999,0.00002178904,0.0001041098,0.00005513737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001407267,0.0006729647,0.6294185,0.0005350068,0.00006368694,0.0000333486,0.006194936,0.0003969379,0.09977592,0.01369174,0.0003257827,0.2474839],"study_design_scores_gemma":[0.0003594491,0.0002411989,0.9659163,0.0005517275,0.0000202895,0.00002689798,0.006587344,0.006142762,0.01276687,0.007105228,0.0001354161,0.0001465096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977189,0.0003995322,0.0000586412,0.001215465,0.00003907077,0.0001413104,0.00001142814,0.000004470166,0.0004111883],"genre_scores_gemma":[0.9975227,0.001831865,0.0003921317,0.0002020302,0.00002373668,0.000006841465,0.00000496798,3.017819e-7,0.00001546707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3364978,"threshold_uncertainty_score":0.1988536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0635104124238894,"score_gpt":0.2776011843785561,"score_spread":0.2140907719546667,"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."}}