{"id":"W4213340107","doi":"10.33552/wjass.2020.05.000607","title":"Achieving Soil Security through Biobased Residues","year":2020,"lang":"en","type":"article","venue":"World Journal of Agriculture and Soil Science","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Sustainability; Environmental science; Food security; Soil health; Agriculture; Soil retrogression and degradation; Sustainable agriculture; Soil functions; Business; Soil organic matter; Soil biodiversity; Soil science; Soil water; Geography","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":[0.0005451912,0.0004320528,0.0004455107,0.0008200321,0.0002377327,0.001633626,0.0004180755,0.0007893784,0.002017518],"category_scores_gemma":[0.0003598744,0.0001477836,0.0005802767,0.0007639705,0.0004044302,0.001662331,0.0007632876,0.0006605302,0.000552787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005820809,"about_ca_system_score_gemma":0.0008635893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005908548,"about_ca_topic_score_gemma":0.001606698,"domain_scores_codex":[0.9996911,0.00006709969,0.00002370892,0.000042432,0.0001210804,0.00005455302],"domain_scores_gemma":[0.9998507,0.00004083352,0.00003873857,0.000008973725,0.00004901271,0.00001168228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002369042,0.0002891215,0.002445827,0.02046145,0.0002423276,0.0009419405,0.0004011005,0.005061315,0.2770584,0.05494782,0.005415208,0.6324986],"study_design_scores_gemma":[0.00002485855,0.001092193,0.005563501,0.005276104,0.000328898,0.001419508,0.0009997941,0.00184951,0.2032318,0.01617261,0.7639776,0.00006357294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1378414,0.7888482,0.02055689,0.003308073,0.0007344844,0.0001419687,0.0004239865,0.000147495,0.04799759],"genre_scores_gemma":[0.3891036,0.5853236,0.01272682,0.000922723,0.0001964241,0.00007704483,0.0003108373,0.00003003592,0.01130879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002017518,"threshold_uncertainty_score":0.006749332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296329123866102,"score_gpt":0.2125844521351955,"score_spread":0.1996211608965345,"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."}}