{"id":"W7117122483","doi":"10.22541/essoar.176659911.12642548/v1","title":"Climate-Resilient Agriculture: Measuring and Modeling Greenhouse Gas Emissions and Soil Nutrients in Mixed Crop Systems","year":2025,"lang":"","type":"article","venue":"","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McGill University","keywords":"Greenhouse gas; Nutrient; Crop; Soil water; Greenhouse; Crop yield","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.000864371,0.0007381935,0.0003731285,0.000504865,0.0004338312,0.001044293,0.00073586,0.0007004995,0.0003190801],"category_scores_gemma":[0.001179627,0.0003595054,0.0006878154,0.0005725768,0.0005927314,0.001310689,0.0004896263,0.0003217518,0.00004444051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001435356,"about_ca_system_score_gemma":0.0008376825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04660553,"about_ca_topic_score_gemma":0.03645351,"domain_scores_codex":[0.9998432,0.00005071995,0.000009859592,0.00005213402,0.00001508179,0.00002888616],"domain_scores_gemma":[0.9995728,0.0002341301,0.00007657721,0.00003452622,0.00003829961,0.00004363412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000302865,0.0002233008,0.03433477,0.00004467608,0.0002212022,0.00006294908,0.00004527773,0.9489324,0.008065958,0.0009269781,0.0000749256,0.00676468],"study_design_scores_gemma":[0.0000279265,0.00007081436,0.01096245,0.000002376964,0.00004390674,0.00001006547,0.000037414,0.9865057,0.001794035,0.0004620436,0.00007253849,0.00001068841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963846,0.0001062431,0.003032582,0.00005202766,0.000005148002,0.00001123766,0.0000827904,0.00002900059,0.0002964456],"genre_scores_gemma":[0.9985537,0.00003848181,0.001276369,0.000007183561,0.000002958929,0.000006834823,0.00004947396,0.000003981238,0.00006105135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04660553,"threshold_uncertainty_score":0.09266853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398488705200023,"score_gpt":0.2278265289499493,"score_spread":0.2038416418979491,"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."}}