{"id":"W4206840709","doi":"10.7901/2169-3358-2021.1.667537","title":"The Freshwater Oil Spill Remediation Study (FOReSt): 2018 Pilot Study at the Experimental Lakes Area, Canada","year":2021,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Stantec (Canada); Alberta Energy; Canadian Association of Petroleum Producers; University of Manitoba; International Institute for Sustainable Development","funders":"","keywords":"Environmental science; Benthic zone; Environmental remediation; Invertebrate; Contamination; Environmental chemistry; Residual oil; Ecology; Biology; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002687013,0.0003630631,0.0002643384,0.00032161,0.00229428,0.0003761342,0.0004577512,0.0002801474,0.001205181],"category_scores_gemma":[0.0002410167,0.0002261118,0.00026835,0.0003815852,0.0006122666,0.0001807718,0.0003728791,0.0003525322,0.0001977427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009216417,"about_ca_system_score_gemma":0.01395251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9187408,"about_ca_topic_score_gemma":0.9791601,"domain_scores_codex":[0.999763,0.0000195227,0.000004975651,0.00004177408,0.00006340229,0.0001072904],"domain_scores_gemma":[0.9996008,0.00001428503,0.00004552337,0.00001555581,0.0001798212,0.0001440468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00580208,0.009917469,0.7995307,0.0002693133,0.0001379366,0.00372894,0.007407811,0.001419264,0.1203492,0.0003871153,0.003901465,0.04714862],"study_design_scores_gemma":[0.0002021016,0.004842356,0.977024,0.00001936526,0.00006254807,0.0002324455,0.005141614,0.000692734,0.007124114,0.00004857494,0.004582799,0.00002741586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984853,0.000026135,0.0001113051,0.00004313665,0.000002194223,0.0002472156,0.0003675832,0.00001132215,0.0007059044],"genre_scores_gemma":[0.9918571,0.0001401006,0.001049885,0.0001483427,0.000004835282,0.0002091086,0.0007573654,0.000006995826,0.005826332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08125919,"threshold_uncertainty_score":0.1634755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02141401658892669,"score_gpt":0.2385908759966339,"score_spread":0.2171768594077072,"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."}}