{"id":"W1525686296","doi":"10.1080/714037710","title":"Characterization and Mapping of Contaminated Sediments, Windermere Arm, Hamilton Harbour, Ontario, Canada","year":2003,"lang":"en","type":"article","venue":"Soil and Sediment Contamination An International Journal","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Ministry of Environment","keywords":"Harbour; Contamination; Environmental science; Geology; Hydrology (agriculture); Oceanography; Waste management; Geotechnical engineering; Engineering; Ecology; Biology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002826646,0.0001276445,0.0001407481,0.00009528845,0.0001401993,0.0001333777,0.0001151096,0.00005131322,0.001342897],"category_scores_gemma":[0.00001776385,0.0001165337,0.00002219834,0.00004656665,0.00004649298,0.0005058455,0.000007256816,0.0001549792,0.00000112256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000630979,"about_ca_system_score_gemma":0.0002629777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.207776,"about_ca_topic_score_gemma":0.4103799,"domain_scores_codex":[0.9988533,0.00007190534,0.0003189303,0.0001745301,0.0004226437,0.0001586532],"domain_scores_gemma":[0.9993259,0.0000258643,0.000207464,0.00005912248,0.0002321049,0.0001495509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005200296,0.00006453028,0.9625636,0.00001664902,0.000125956,0.00003903821,0.002022732,0.00002942884,0.006577446,0.0002772459,0.00006153941,0.02816988],"study_design_scores_gemma":[0.00120402,0.0001144273,0.9753634,0.00005047454,0.00001741828,0.0002177203,0.0008325637,0.001251793,0.006284758,0.0001338206,0.01436275,0.0001668927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962278,0.00006300351,0.0006752709,0.0001378773,0.0007253671,0.00007712095,0.00003650508,0.000006471661,0.002050597],"genre_scores_gemma":[0.9979838,0.0001032063,0.00008467353,0.0003417773,0.0000691482,8.460695e-7,0.0003419706,0.000003132179,0.001071415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2026039,"threshold_uncertainty_score":0.99957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008530434735039616,"score_gpt":0.1902071570763545,"score_spread":0.1816767223413149,"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."}}