{"id":"W4320734058","doi":"10.1155/2023/5059543","title":"A Case Study of Deep DNAPL Contamination in Marine Soft Clays","year":2023,"lang":"en","type":"article","venue":"Geofluids","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada)","funders":"National Natural Science Foundation of China","keywords":"Contamination; Aquifer; Environmental science; Geology; Groundwater; Soil science; Hydrology (agriculture); Geotechnical engineering","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":[0.0003226877,0.0005340205,0.0003784989,0.001096747,0.001524595,0.0007412339,0.0006028067,0.001244734,0.0006523],"category_scores_gemma":[0.0004272404,0.0002272517,0.0003621463,0.001037308,0.0008092471,0.0004503293,0.001118051,0.000353711,0.0001114595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008800144,"about_ca_system_score_gemma":0.0008240454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02370385,"about_ca_topic_score_gemma":0.0365187,"domain_scores_codex":[0.9996036,0.00007436899,0.00002585442,0.00008308464,0.0001211566,0.0000919478],"domain_scores_gemma":[0.999718,0.00006799393,0.00006769734,0.00002030511,0.0000640981,0.00006190469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0006316905,0.0006796499,0.5315334,0.0005726906,0.0001080299,0.27211,0.01520126,0.005307032,0.1292372,0.001313883,0.0009655767,0.04233949],"study_design_scores_gemma":[0.0001349066,0.00402547,0.6002567,0.0003001294,0.0004619954,0.1180678,0.06032727,0.03061941,0.1627908,0.002922881,0.01983592,0.0002567302],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998145,0.0001145849,0.0008562642,0.0000853353,0.000003292909,0.0000329786,0.00006134842,0.00001170842,0.0006894424],"genre_scores_gemma":[0.9974633,0.0002048884,0.001254221,0.00004748306,0.000006264038,0.00001115429,0.00005269215,0.000003894351,0.0009560185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02370385,"threshold_uncertainty_score":0.04713172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663066776070292,"score_gpt":0.2435879967535888,"score_spread":0.2269573289928859,"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."}}