{"id":"W2031076000","doi":"10.1016/j.chemosphere.2005.11.008","title":"Heavy metals in coastal water systems. A case study from the northwestern Gulf of Thailand","year":2006,"lang":"en","type":"article","venue":"Chemosphere","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":265,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Estuary; Heavy metals; Vanadium; Environmental science; Particulates; Contamination; Environmental chemistry; Coastal zone; Nickel; Oceanography; Geology; Chemistry; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001831158,0.0001135815,0.0002121808,0.000004619508,0.00007157905,0.00004285424,0.0001470153,0.00003405555,0.001843328],"category_scores_gemma":[0.000002332928,0.00006008907,0.00005758905,0.0001127243,0.00004402171,0.0000744042,0.0000204358,0.000074307,0.00004721958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002231846,"about_ca_system_score_gemma":0.000009154707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4496257,"about_ca_topic_score_gemma":0.5171531,"domain_scores_codex":[0.99912,0.00005013269,0.000278379,0.0001940727,0.000172078,0.000185336],"domain_scores_gemma":[0.9996211,0.00005725035,0.00005490309,0.0002140139,0.00001934218,0.00003337368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002129262,0.00007877909,0.994583,0.00001315828,0.00004352194,0.0004520759,0.0005697139,0.00352229,0.0001544401,1.015577e-7,0.0001621652,0.000399447],"study_design_scores_gemma":[0.002327855,0.0002083911,0.8819978,0.00005874803,0.0003339054,0.000483653,0.0830513,0.005478253,0.02375739,0.0001625789,0.001596987,0.000543143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977558,0.0004261893,0.000004152931,0.00004765612,0.00004734416,0.0001550578,0.000214347,0.000007580132,0.001341829],"genre_scores_gemma":[0.999016,0.000001930808,0.00001496623,0.00001723038,0.00006423906,0.000002301804,0.0002903517,0.000001953177,0.0005910484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1125852,"threshold_uncertainty_score":0.9990691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00992233344835278,"score_gpt":0.1938951294026389,"score_spread":0.1839727959542861,"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."}}