{"id":"W6940689257","doi":"10.1016/j.indic.2025.100802","title":"Soil health and management assessment kit (SOHMA KIT®): Development and validation for on-farm applications","year":2025,"lang":"en","type":"article","venue":"Environmental and Sustainability Indicators","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carbon Engineering (Canada)","funders":"Instituto Federal Goiás; Fundação Agrisus; Universidade de São Paulo; Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo; Spinal Muscular Atrophy Foundation; U.S. Department of Agriculture","keywords":"Soil health; Soil management; Soil quality; Cropping; Cover crop; Agriculture; Soil test; Soil functions; Soil structure","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":[0.01700393,0.001388942,0.001100791,0.005280069,0.000537678,0.001449979,0.001594482,0.001368329,0.005597332],"category_scores_gemma":[0.02345505,0.0008012486,0.001396613,0.002263294,0.0008983193,0.001227373,0.001762843,0.0008954101,0.003859462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005546247,"about_ca_system_score_gemma":0.002517224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002153834,"about_ca_topic_score_gemma":0.004168518,"domain_scores_codex":[0.9919538,0.002112698,0.001195056,0.0008633238,0.003643548,0.0002316362],"domain_scores_gemma":[0.9810036,0.004986074,0.00230824,0.001475108,0.009848712,0.000378208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001754522,0.001960802,0.0948974,0.01151678,0.0007577075,0.00107347,0.00197047,0.008225638,0.2524237,0.004107978,0.02692163,0.59439],"study_design_scores_gemma":[0.0006063182,0.005262751,0.2996906,0.005514689,0.001537355,0.003092441,0.002399067,0.04529026,0.2724112,0.007201435,0.3563497,0.0006442908],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2431489,0.007666816,0.6472225,0.001077859,0.0006403956,0.01528693,0.04393309,0.0162634,0.02475999],"genre_scores_gemma":[0.2128854,0.003575867,0.7276982,0.0005984642,0.0001287326,0.01540763,0.03098461,0.001657708,0.00706339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01700393,"threshold_uncertainty_score":0.08992648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004861985456249411,"score_gpt":0.2372463336936257,"score_spread":0.2323843482373763,"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."}}