{"id":"W4391351356","doi":"10.21203/rs.3.rs-3863615/v1","title":"Plant production and community structure in a mesic semi-natural grassland: Moderate soil texture variation has a much stronger influence than experimentally increased atmospheric nitrogen deposition","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Grassland; Nitrogen; Deposition (geology); Texture (cosmology); Soil texture; Variation (astronomy); Environmental science; Atmospheric sciences; Production (economics); Agronomy; Natural (archaeology); Soil science; Chemistry; Geography; Soil water; Geology; Biology; Physics; Geomorphology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001900473,0.0001212116,0.0002357657,0.0003571766,0.0002498085,0.0002739412,0.0002329385,0.0002326815,0.0006881016],"category_scores_gemma":[0.000364025,0.0001612645,0.0001478607,0.0002251502,0.0006534602,0.0002112169,0.0002725012,0.0001307951,0.00008325021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003035068,"about_ca_system_score_gemma":0.0001767286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005100152,"about_ca_topic_score_gemma":0.009537078,"domain_scores_codex":[0.9998956,0.0000338252,0.000004916572,0.00003570661,0.00001102558,0.00001906518],"domain_scores_gemma":[0.99968,0.0001033834,0.00005266165,0.00002605275,0.0000186404,0.0001192312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00461838,0.0004488414,0.2729431,0.0001223235,0.0002158057,0.0004787669,0.0006369615,0.001381078,0.710602,0.000245861,0.0001799692,0.008126895],"study_design_scores_gemma":[0.0000305096,0.0001353895,0.9959545,0.000001452971,0.00001644624,0.0001015442,0.0001479429,0.001573567,0.001875942,0.0000638557,0.00009383916,0.00000511145],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99985,0.00001816838,0.00005067079,0.000003491197,5.948614e-7,7.012764e-7,0.00002425981,0.000001992795,0.00005011036],"genre_scores_gemma":[0.9997528,0.0000111436,0.00009441018,0.00000491489,0.000001384374,0.000001813696,0.00006491761,0.000001637036,0.00006691046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005100152,"threshold_uncertainty_score":0.01014096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653637931702353,"score_gpt":0.2853493894817243,"score_spread":0.2588130101647008,"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."}}