{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003628759,0.0002604754,0.0003177271,0.0004154665,0.0004363425,0.001482368,0.0002985178,0.0005026794,0.0009162195],"category_scores_gemma":[0.0001784284,0.0002215873,0.0002570162,0.0003366245,0.000466806,0.001324337,0.0003902352,0.0006149588,0.0003025946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001171737,"about_ca_system_score_gemma":0.001096954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006953667,"about_ca_topic_score_gemma":0.01792235,"domain_scores_codex":[0.9999181,0.000009426532,0.000006791483,0.00002114953,0.0000224824,0.00002197634],"domain_scores_gemma":[0.9998996,0.00002130546,0.00001741511,0.000007066677,0.00004118226,0.00001349212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001735018,0.00006310458,0.02977123,0.0003538558,0.00007775257,0.0003284112,0.0003475558,0.0021314,0.8424973,0.01169884,0.002665849,0.1098911],"study_design_scores_gemma":[0.00003735843,0.0003258173,0.171949,0.0001825298,0.0002941323,0.001300536,0.005835434,0.02946013,0.4879033,0.07443544,0.2281959,0.00008037539],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010689,0.03238429,0.02055732,0.01787731,0.0005086405,0.00002319722,0.0006057196,0.0002434942,0.02673119],"genre_scores_gemma":[0.9402356,0.02947285,0.01403426,0.002138755,0.0001960632,0.0000113505,0.000284909,0.00003816837,0.01358803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006953667,"threshold_uncertainty_score":0.01382637,"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."}}