{"id":"W4400926284","doi":"10.1038/d41586-024-02396-4","title":"Monitor soil health using advanced technologies","year":2024,"lang":"en","type":"letter","venue":"Nature","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Environmental science; Earth science; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003411482,0.0008505369,0.0007507592,0.0008176079,0.005149073,0.003957483,0.001566614,0.07329546,0.006488263],"category_scores_gemma":[0.01517439,0.0007642076,0.0009956592,0.0004896286,0.002102961,0.002034461,0.001996069,0.0218387,0.005399845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00281372,"about_ca_system_score_gemma":0.005055904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02517658,"about_ca_topic_score_gemma":0.06249677,"domain_scores_codex":[0.9956934,0.0009109249,0.0003750942,0.0003590411,0.001809652,0.0008518659],"domain_scores_gemma":[0.9919989,0.004485947,0.0005503627,0.0003051698,0.001636135,0.001023511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001099424,0.0001471939,0.006586637,0.00007908224,0.00003660423,0.003075192,0.0005292552,0.0003202946,0.002748801,0.006426552,0.9479722,0.03196825],"study_design_scores_gemma":[0.00006883544,0.0002306047,0.006950685,0.0002130572,0.0000526043,0.001618324,0.0009883188,0.001686572,0.001253635,0.01041321,0.9764532,0.00007089032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004111137,0.000943636,0.001769545,0.9455463,0.01100181,0.0001218971,0.0002496972,0.0001954878,0.03606053],"genre_scores_gemma":[0.01664104,0.0006491146,0.0014063,0.9052365,0.007892936,0.0001242127,0.00006890781,0.0000441608,0.06793685],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07329546,"threshold_uncertainty_score":0.05006009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00779557949198043,"score_gpt":0.2540851447455806,"score_spread":0.2462895652536002,"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."}}