{"id":"W4391968112","doi":"10.1007/s13399-024-05433-4","title":"Chemical processing and waste management using SERS: a nanovative gateway for sustainable and robust bioremediation for agricultural lands","year":2024,"lang":"en","type":"article","venue":"Biomass Conversion and Biorefinery","topic":"Gold and Silver Nanoparticles Synthesis and Applications","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Bioremediation; Agriculture; Gateway (web page); Waste management; Business; Environmental science; Sustainable agriculture; Environmental planning; Engineering; Computer science; Contamination; World Wide Web; Biology; Ecology","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":[0.000238958,0.0004598395,0.0002271796,0.0002008827,0.0001797203,0.0005742473,0.0004934006,0.000553272,0.001068298],"category_scores_gemma":[0.0001387251,0.00024799,0.0003842642,0.0001340408,0.0003489078,0.0006328135,0.0006858949,0.0006962797,0.0006775451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000222533,"about_ca_system_score_gemma":0.0001539377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001873265,"about_ca_topic_score_gemma":0.0004623847,"domain_scores_codex":[0.9998503,0.00001901326,0.000006680472,0.00004229051,0.0000583362,0.00002341764],"domain_scores_gemma":[0.9999321,0.00001567452,0.00001650356,0.00001024452,0.00001494955,0.00001070054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002651906,0.00001942151,0.0000872918,0.00004837848,0.000005345083,0.00003619247,0.00002177956,0.0001783256,0.9934018,0.0008538475,0.0002389384,0.005082126],"study_design_scores_gemma":[0.0000044521,0.00008779724,0.0002438761,0.000005394908,0.000008323347,0.00006776808,0.00002810293,0.001789809,0.9921077,0.0003011066,0.005349595,0.000006050573],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8576441,0.003976106,0.1091626,0.001274033,0.0004691085,0.0001373452,0.0004639793,0.001841436,0.02503145],"genre_scores_gemma":[0.9181419,0.002332408,0.05975051,0.0004692921,0.00008831333,0.00007920237,0.0003561345,0.0002067019,0.01857551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001068298,"threshold_uncertainty_score":0.003573775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02142333488905286,"score_gpt":0.2397788676277622,"score_spread":0.2183555327387093,"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."}}