{"id":"W2608695137","doi":"","title":"Understanding biogeochemical mechanisms for heavy metal removal in SuDS","year":2012,"lang":"en","type":"article","venue":"Mineralogical Magazine","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Biogeochemical cycle; Earth science; Metal; Environmental science; Environmental chemistry; Heavy metals; Geology; Chemistry; Geochemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003903833,0.0001540489,0.0002348496,0.00005749944,0.00007790059,0.00002346235,0.0001246158,0.0000978699,0.003645367],"category_scores_gemma":[0.00006736776,0.0001143055,0.0001286571,0.0002830772,0.00005439626,0.0001522071,0.00001698378,0.0001097529,0.0001406704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001777975,"about_ca_system_score_gemma":0.000006495616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001107086,"about_ca_topic_score_gemma":0.0003761114,"domain_scores_codex":[0.9987796,0.00003176263,0.0002435852,0.0002311766,0.0001732737,0.0005406244],"domain_scores_gemma":[0.9995551,0.0001012896,0.0000392323,0.0001031955,0.0000120033,0.0001891755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008800297,0.0007426906,0.5604528,0.0001452599,0.0001732293,0.0001297221,0.0002015693,0.0007461812,0.4009494,0.01981349,0.009952455,0.005813188],"study_design_scores_gemma":[0.007198512,0.001573783,0.4514011,0.000100709,0.000506514,0.0007542757,0.001393804,0.04746831,0.04451439,0.3803605,0.06156064,0.003167389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771372,0.0003306592,0.004180549,0.001085857,0.0001871236,0.0001950518,0.000193451,0.00004799289,0.0166421],"genre_scores_gemma":[0.9923556,0.000007727198,0.006094618,0.0002659096,0.0001797521,0.000003612311,0.0008115306,0.000002647507,0.0002786185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3605471,"threshold_uncertainty_score":0.9972655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08152132299910421,"score_gpt":0.2457331271641063,"score_spread":0.1642118041650021,"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."}}