{"id":"W2120820598","doi":"10.1016/j.csr.2012.02.005","title":"Effects of land use change and sediment mobilization on coastal contamination (Coatzacoalcos River, Mexico)","year":2012,"lang":"en","type":"article","venue":"Continental Shelf Research","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"International Atomic Energy Agency","keywords":"Environmental science; Sediment; Contamination; Pollution; Sedimentation; Watershed; Estuary; Hydrology (agriculture); Aquatic ecosystem; Land use; Drainage basin; Geology; Oceanography; Ecology; Geography","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":[0.0002539239,0.0001634262,0.000144951,0.0004682528,0.0006530343,0.0007014838,0.0002501026,0.0003641661,0.001431199],"category_scores_gemma":[0.000546903,0.000135621,0.000252638,0.0008523746,0.0004286691,0.0002762474,0.0005250361,0.0002800462,0.0000833244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001509708,"about_ca_system_score_gemma":0.0009204912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2344283,"about_ca_topic_score_gemma":0.3628385,"domain_scores_codex":[0.9998571,0.00003521646,0.000008148442,0.00003613672,0.0000149225,0.00004854036],"domain_scores_gemma":[0.9996738,0.00006459206,0.0001307257,0.00002289554,0.0000555734,0.0000524337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007310241,0.0001879042,0.986416,0.00002797137,0.0001691368,0.0002677196,0.000503753,0.0003147885,0.005183796,0.0001605902,0.0003363649,0.005700966],"study_design_scores_gemma":[0.000005234404,0.00003255317,0.9990677,0.000002654986,0.00002753324,0.00001206801,0.0002821115,0.00004790005,0.0002151219,0.000008381754,0.0002974901,0.000001263505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993491,0.00005859191,0.00001275627,0.00005666934,0.000001610894,0.000002474396,0.0001516417,0.000001176865,0.0003659193],"genre_scores_gemma":[0.9988323,0.0001401056,0.00006050826,0.00002297333,0.000002632606,0.000006164683,0.0002117064,0.000001377142,0.0007223082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2344283,"threshold_uncertainty_score":0.4661275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06486925044818999,"score_gpt":0.3174486132580331,"score_spread":0.2525793628098432,"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."}}