{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005898716,0.0003652529,0.0003597245,0.000205292,0.0004441702,0.00002532597,0.0009408484,0.0002238064,0.003554284],"category_scores_gemma":[0.00006612935,0.0002932987,0.00008015052,0.0004739885,0.008896837,0.0003948907,0.001191545,0.0004665277,0.002120415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009115379,"about_ca_system_score_gemma":0.000008121533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002645585,"about_ca_topic_score_gemma":0.00008339223,"domain_scores_codex":[0.9967946,0.00007040694,0.0003044844,0.001156693,0.0007410392,0.000932745],"domain_scores_gemma":[0.9988742,0.00005185954,0.0001097835,0.0006747517,0.000001107022,0.0002882443],"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":[0.0001091235,0.003655029,0.1800216,0.000003785655,0.00004084811,0.0001898045,0.001243879,0.0003984687,0.7331369,0.008655766,0.0001374523,0.07240734],"study_design_scores_gemma":[0.001565765,0.003159163,0.6156065,0.00001158951,0.0000909993,0.0002501995,0.00117871,0.01228492,0.3341206,0.01484003,0.01552421,0.001367285],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891745,0.00002878942,0.0002205023,0.0004547921,0.0001351052,0.0004505547,0.00002679001,0.0001396726,0.009369322],"genre_scores_gemma":[0.9957743,0.00003194976,0.003364695,0.0002792442,0.00002387216,0.0000904435,0.000003002537,0.00002541624,0.0004070351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.435585,"threshold_uncertainty_score":0.9999519,"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."}}