{"id":"W2090188556","doi":"10.2136/sssaj2002.1677","title":"Rapid Analysis of Hog Manure and Manure‐amended Soils Using Near‐infrared Spectroscopy","year":2002,"lang":"en","type":"article","venue":"Soil Science Society of America Journal","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Agriculture and Agri-Food Canada","funders":"","keywords":"Manure; Nutrient; Environmental science; Soil test; Soil water; Fertilizer; Chemistry; Moisture; Environmental chemistry; Agronomy; Soil science","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":[0.0006135433,0.0001723251,0.0004578561,0.00005817697,0.0006168,0.0001531389,0.0004603234,0.00008229744,0.0006589427],"category_scores_gemma":[0.00004552733,0.0000812894,0.0005290075,0.003031615,0.001939142,0.0002968503,0.0001017896,0.0002574874,0.000001812745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007806258,"about_ca_system_score_gemma":0.00004478382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002572436,"about_ca_topic_score_gemma":0.0000252541,"domain_scores_codex":[0.9979393,0.000062623,0.0004134786,0.0003189671,0.0007916694,0.0004739364],"domain_scores_gemma":[0.9988167,0.00008755381,0.0005228084,0.0001001008,0.0002219705,0.0002508461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000365436,0.0002794791,0.0398409,0.00001742055,0.000608467,0.000005064328,0.003198769,0.001041032,0.8620636,0.00002572668,0.001547481,0.09133548],"study_design_scores_gemma":[0.0004472696,0.0007784162,0.1505239,0.00004355268,0.0006511874,0.00008675148,0.00922438,0.8196864,0.01663065,0.000646835,0.0007942978,0.0004864112],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976926,0.0005818385,0.00005898977,0.0005448253,0.00008302128,0.00005874717,0.0000208871,0.00001572491,0.00094336],"genre_scores_gemma":[0.9864237,0.001591163,0.01146736,0.0003645941,0.00008336935,7.678172e-7,0.000003035573,0.000001553014,0.00006447409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.845433,"threshold_uncertainty_score":0.7214961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161293540821371,"score_gpt":0.2412039414071807,"score_spread":0.219591005998967,"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."}}