{"id":"W4403245080","doi":"10.3389/fsoil.2024.1462428","title":"Soil health – a perspective","year":2024,"lang":"en","type":"article","venue":"Frontiers in Soil Science","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perspective (graphical); Soil health; Environmental science; Sociology; Soil science; Computer science; Soil water; Soil organic matter; Artificial intelligence","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":[0.0008226865,0.0001125509,0.000149086,0.00007009695,0.00020975,0.000186358,0.0004265604,0.00004464839,0.00002861126],"category_scores_gemma":[0.00007197883,0.0000462899,0.0000671806,0.002214832,0.0004215784,0.0002670192,0.00008418538,0.0001779124,0.00002497034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006821008,"about_ca_system_score_gemma":0.0001704643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004134725,"about_ca_topic_score_gemma":0.00429659,"domain_scores_codex":[0.9984189,0.00004158552,0.0001543819,0.0005028013,0.0003940592,0.0004882244],"domain_scores_gemma":[0.9996545,0.00003871189,0.00002753151,0.00006256436,0.00005380038,0.0001628879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006141893,0.0002577898,0.1471085,0.00004771596,0.00002945155,0.0001269651,0.00704896,0.000281017,0.0190006,0.05554084,0.02527544,0.7452213],"study_design_scores_gemma":[0.0004206663,0.0008789719,0.456418,0.0003256295,0.00001585109,0.0000848249,0.03376069,0.3955662,0.002977535,0.07702927,0.03118354,0.001338828],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835629,0.003494519,0.00006782207,0.004565901,0.001632859,0.000117463,0.00001314142,0.0001472038,0.006398172],"genre_scores_gemma":[0.9984139,0.0001761186,0.0004794724,0.0005138199,0.0001372712,0.00001117357,0.000002964302,9.376597e-7,0.0002643473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7438825,"threshold_uncertainty_score":0.6250495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251759074055447,"score_gpt":0.2513512002281373,"score_spread":0.2388336094875828,"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."}}