{"id":"W4253062229","doi":"10.32920/ryerson.14649750","title":"Hydrocarbon contamination, assessment and remediation practice","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Environmental remediation; Contamination; Environmental science; Underground storage tank; Groundwater; Waste management; Soil contamination; Human decontamination; Gasoline; Environmental engineering; Soil water; Engineering; Storage tank","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":[0.002022731,0.0004220194,0.0002802262,0.003661184,0.0008533079,0.002590251,0.000697654,0.0007317157,0.001639423],"category_scores_gemma":[0.003882254,0.0001952066,0.0001954754,0.00298442,0.001305941,0.001573407,0.001371107,0.0004180882,0.0007727934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003134909,"about_ca_system_score_gemma":0.003690137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01660216,"about_ca_topic_score_gemma":0.01812331,"domain_scores_codex":[0.9957332,0.0007678078,0.0002852092,0.0005543384,0.002546457,0.0001129724],"domain_scores_gemma":[0.9978576,0.0003618989,0.0003604467,0.0001341762,0.001227242,0.00005862354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001600741,0.000344894,0.07042252,0.001646014,0.00004122487,0.0006844084,0.002949715,0.01649003,0.03163176,0.01363395,0.006366658,0.8556287],"study_design_scores_gemma":[0.00003861984,0.001826859,0.1961908,0.002013366,0.0001308316,0.003054139,0.01245516,0.0296147,0.106001,0.03505692,0.6133126,0.0003050168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4973294,0.03794038,0.1572584,0.01061,0.0002437361,0.003495872,0.003834882,0.00112187,0.2881655],"genre_scores_gemma":[0.8297546,0.03722249,0.09471242,0.0005995853,0.0001146314,0.0005120232,0.001073011,0.00005827504,0.03595298],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01660216,"threshold_uncertainty_score":0.03301102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647194609009708,"score_gpt":0.282224040486054,"score_spread":0.265752094395957,"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."}}