{"id":"W2929567879","doi":"10.1016/j.marpolbul.2019.04.011","title":"Stay clean: direct steam exposure to manage biofouling risks","year":2019,"lang":"en","type":"article","venue":"Marine Pollution Bulletin","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; University of Windsor; Environmental Protection Agency; Department for the Economy; McGill University","keywords":"Biofouling; Fucus vesiculosus; Mytilus; Perna perna; Biomass (ecology); Biology; Environmental chemistry; Environmental science; Algae; Ecology; Chemistry; Bivalvia; Mollusca","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002427674,0.0001694492,0.0001700123,0.0001463386,0.0003568536,0.0004694152,0.00034591,0.0004177195,0.006476879],"category_scores_gemma":[0.0006549672,0.00008290275,0.0002669445,0.0001151624,0.0002768499,0.0005072649,0.0006602108,0.0004750016,0.0005581657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077412,"about_ca_system_score_gemma":0.000501148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001097286,"about_ca_topic_score_gemma":0.003201579,"domain_scores_codex":[0.9998788,0.00002139386,0.000005911282,0.0000208369,0.00004683437,0.0000261943],"domain_scores_gemma":[0.9997258,0.00007393621,0.00005708522,0.00002792862,0.00004379001,0.00007156015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002192889,0.001847136,0.04404062,0.0006238799,0.0001545584,0.0004238976,0.001813133,0.001485441,0.4138623,0.002076338,0.007871631,0.5236082],"study_design_scores_gemma":[0.0004497446,0.02286975,0.2248079,0.0003775557,0.0007921308,0.001928215,0.008062604,0.01405386,0.5838388,0.008310859,0.1343239,0.0001846817],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655365,0.001186804,0.01830554,0.00237601,0.0002430916,0.0000994424,0.0001561086,0.000467283,0.01162922],"genre_scores_gemma":[0.9851303,0.0005603082,0.00617298,0.0003487923,0.00006016302,0.00004193464,0.00008681398,0.00003875562,0.007560007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006476879,"threshold_uncertainty_score":0.0216673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01067785021509254,"score_gpt":0.2170926422175227,"score_spread":0.2064147920024302,"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."}}