{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004290674,0.0002574093,0.0001542051,0.0000318601,0.0007715956,0.0003816856,0.0006121612,0.00003555732,0.002739734],"category_scores_gemma":[0.0002182436,0.0001683893,0.00004733678,0.0002174407,0.000193616,0.0002994331,0.0004930689,0.000226794,0.0001991617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009819822,"about_ca_system_score_gemma":0.0001157119,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08663286,"about_ca_topic_score_gemma":0.8800533,"domain_scores_codex":[0.9972945,0.00004522379,0.0004372245,0.0005624494,0.001327512,0.0003331132],"domain_scores_gemma":[0.9991127,0.00007569676,0.0002334611,0.0002172359,0.0002391876,0.0001217487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004494873,0.001801731,0.8412394,0.00001154916,0.0002806634,0.00007179197,0.009232246,0.0001884303,0.09197012,0.000719802,0.03455018,0.01948464],"study_design_scores_gemma":[0.004919308,0.003206801,0.5855804,0.00009036846,0.0001363227,0.0001369002,0.07268985,0.006086165,0.08406676,0.0006763275,0.2409929,0.001417848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705231,0.00004759334,0.000003693605,0.003003392,0.001361843,0.0001888138,0.00002019438,0.00004942304,0.02480194],"genre_scores_gemma":[0.9781611,0.00004457368,0.00002223997,0.0005200494,0.0001841308,0.0002526901,0.00002574223,0.00002084258,0.02076866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7934204,"threshold_uncertainty_score":0.9981719,"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."}}