{"id":"W3200024365","doi":"10.1111/sum.12762","title":"Soil amendments for sustainable agriculture: Microbial organic fertilizers","year":2021,"lang":"en","type":"article","venue":"Soil Use and Management","topic":"Composting and Vermicomposting Techniques","field":"Agricultural and Biological Sciences","cited_by":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biochar; Environmental science; Biofertilizer; Beneficial organism; Compost; Soil conditioner; Microorganism; Sustainable agriculture; Microbial inoculant; Soil biology; Soil water; Agronomy; Agriculture; Waste management; Biology; Engineering; Ecology; Soil science; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001201019,0.0001325653,0.0001310163,0.00001065645,0.0003087842,0.000232415,0.0001158131,0.00004903792,0.00003313862],"category_scores_gemma":[0.0000320818,0.00005917338,0.00006649572,0.000184339,0.00002057735,0.0001181997,0.0002595074,0.00005183409,0.000003617483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003309935,"about_ca_system_score_gemma":0.000004620904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00020433,"about_ca_topic_score_gemma":0.0002943056,"domain_scores_codex":[0.999095,0.00003022624,0.0001414896,0.0003243418,0.00009169267,0.000317224],"domain_scores_gemma":[0.9996449,0.00006739423,0.0000470499,0.00006433151,0.0001130233,0.00006326718],"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":[0.0001013007,0.0003525307,0.002618416,0.0002662602,0.0001355077,0.0001440955,0.0001157157,0.000006992643,0.8860737,0.004353292,0.07266995,0.03316226],"study_design_scores_gemma":[0.00120579,0.0004965441,0.0434735,0.0002214027,0.0002188601,0.00004328166,0.002905199,0.00009923553,0.1953876,0.004339317,0.7506956,0.0009136579],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975296,0.000135379,0.00004664829,0.0009272767,0.00006344983,0.0003143624,0.000009894564,0.0001804788,0.0007928906],"genre_scores_gemma":[0.9890551,0.0003931343,0.0006382458,0.000615145,0.00009582533,0.00004780935,0.0001319143,0.000001952977,0.009020883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6906861,"threshold_uncertainty_score":0.241302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946992155205132,"score_gpt":0.2188218206966014,"score_spread":0.1993518991445501,"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."}}