{"id":"W2364880678","doi":"","title":"MODERNIZATION OF SOIL NUTRIENT ANALYSIS","year":2004,"lang":"en","type":"article","venue":"Soils","topic":"Agriculture, Soil, Plant Science","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil test; Nutrient; Environmental science; Soil water; Chemistry; Environmental chemistry; Soil science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001311125,0.00008578557,0.0001573488,0.00001910189,0.0001006237,0.00002362983,0.0002249366,0.00006231217,0.00001979083],"category_scores_gemma":[0.00003164539,0.00002793151,0.0001130074,0.001375298,0.00005399441,0.000124111,0.00003873954,0.00004844584,0.00003204625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002620105,"about_ca_system_score_gemma":0.000008442867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005953945,"about_ca_topic_score_gemma":0.001320195,"domain_scores_codex":[0.9991109,0.00002127555,0.000177911,0.0002210525,0.000286546,0.0001823277],"domain_scores_gemma":[0.9996449,0.000038689,0.0001092951,0.00005154135,0.00008526826,0.00007035027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001015381,0.001733931,0.310831,0.00005123967,0.0006314631,0.00002988058,0.003111137,0.2527147,0.3052312,0.09169248,0.001691162,0.03218029],"study_design_scores_gemma":[0.0003204074,0.0002397252,0.8533508,0.00003089458,0.0002426269,0.000007900994,0.0006315439,0.002105551,0.1152142,0.02662506,0.0007839163,0.0004473623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974904,0.00005940632,0.0006561276,0.0003994059,0.0000442963,0.00007619317,0.00003426467,0.00004221054,0.001197666],"genre_scores_gemma":[0.9994759,0.00002690935,0.0001297657,0.00007812479,0.00006079381,0.000004087638,0.0000835108,2.515773e-7,0.0001406853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5425198,"threshold_uncertainty_score":0.1139014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254187367722237,"score_gpt":0.1996748291098632,"score_spread":0.1871329554326409,"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."}}