{"id":"W2330130497","doi":"10.1021/es1031745","title":"Physical and Ecological Controls on Freshwater Floc Trace Metal Dynamics","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; McMaster University","funders":"","keywords":"Sediment; Biogeochemical cycle; Sorption; Environmental chemistry; Metal; Amorphous solid; Sedimentary rock; Environmental science; Substrate (aquarium); Chemistry; Ecology; Geology; Geochemistry; Adsorption; Geomorphology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001373377,0.0002076972,0.0002355694,0.0004847246,0.0009454442,0.0007464308,0.0002273904,0.0002518544,0.0009168307],"category_scores_gemma":[0.0003220863,0.000231876,0.0001421331,0.0002943094,0.000776754,0.0002404133,0.0004974173,0.0001351478,0.0001285541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002419172,"about_ca_system_score_gemma":0.001244046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.157665,"about_ca_topic_score_gemma":0.3302859,"domain_scores_codex":[0.99985,0.00001230704,0.000009027994,0.00003648602,0.00003865285,0.00005346118],"domain_scores_gemma":[0.9998001,0.00002266989,0.0000486567,0.000008865202,0.00006770148,0.00005205169],"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":[0.0003015171,0.00003971336,0.2369116,0.0001546652,0.00004553984,0.0004147927,0.001043082,0.0005433328,0.751857,0.0003012528,0.0002219762,0.008165482],"study_design_scores_gemma":[0.000003868843,0.0000748314,0.9901496,0.000002586774,0.000008900906,0.0000627645,0.0006494943,0.0003191791,0.007986647,0.00005082049,0.0006838846,0.000007313863],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99883,0.00009121488,0.0001082396,0.00002921194,0.000001182718,0.000006500405,0.00009816485,0.00000754753,0.0008280456],"genre_scores_gemma":[0.9991307,0.00006886163,0.0001247329,0.00001284436,0.000001060752,0.000004478829,0.00009172752,0.000002476383,0.0005632442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.157665,"threshold_uncertainty_score":0.3134946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009113774285806482,"score_gpt":0.2136919682592785,"score_spread":0.204578193973472,"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."}}