{"id":"W7111092993","doi":"10.1021/acsnano.5c04197.s001","title":"Prediction of MetalNanoparticle Interactions withSoil Properties: Machine Learning Insights into Soil Health Dynamics","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil health; Soil organic matter; Soil quality; Soil water; Soil test; Cation-exchange capacity; Soil pH; Human health; Soil chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001157642,0.0007779081,0.0005123118,0.0008517872,0.0001845502,0.0009272551,0.0004440778,0.0006685656,0.0006038061],"category_scores_gemma":[0.002015,0.0001926958,0.0008121781,0.0004542737,0.0003270301,0.0006417775,0.0004186739,0.0007341355,0.0002111026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004797408,"about_ca_system_score_gemma":0.0004745472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003941432,"about_ca_topic_score_gemma":0.003820634,"domain_scores_codex":[0.9997936,0.00005177524,0.0000142055,0.00008061017,0.00002655036,0.00003329749],"domain_scores_gemma":[0.9992024,0.0004850002,0.0001485175,0.00004656863,0.00008789986,0.00002960647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004913411,0.0007038901,0.1948635,0.0003466045,0.000587263,0.0002580135,0.0001757961,0.6099297,0.02932291,0.001315423,0.001703008,0.1603024],"study_design_scores_gemma":[0.000005748333,0.00007243917,0.01243847,0.00001097849,0.00003289941,0.00003033074,0.00003364079,0.9841061,0.001828079,0.001095145,0.0003345512,0.00001169273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8831832,0.001763565,0.1109147,0.0007525556,0.00005063439,0.00006215503,0.00107736,0.0005587853,0.001637092],"genre_scores_gemma":[0.9874143,0.0004320385,0.01082536,0.00008861698,0.00002495346,0.0000335338,0.0005853893,0.0000154967,0.0005802488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003941432,"threshold_uncertainty_score":0.007836998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04505942660425984,"score_gpt":0.2709182261966446,"score_spread":0.2258587995923848,"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."}}