{"id":"W3110666549","doi":"10.1021/acs.est.0c05238","title":"Ballast Water Exchange Plus Treatment Lowers Species Invasion Rate in Freshwater Ecosystems","year":2020,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada; Transport Canada","keywords":"Ballast; Freshwater ecosystem; Environmental science; Ecosystem; Environmental chemistry; Ecology; Chemistry; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003551389,0.0002773974,0.0003776678,0.0001817034,0.0002373228,0.0004423542,0.0004444073,0.00027089,0.00229037],"category_scores_gemma":[0.0004953992,0.00009862447,0.0004845197,0.0001140584,0.0002760279,0.0004245352,0.0003285285,0.0002748095,0.00007950634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549751,"about_ca_system_score_gemma":0.0009078321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03758451,"about_ca_topic_score_gemma":0.06540103,"domain_scores_codex":[0.9997634,0.00007532408,0.000007299654,0.00004582801,0.0000362274,0.00007187521],"domain_scores_gemma":[0.9997733,0.00006254308,0.00006693711,0.00001318319,0.00003225342,0.00005165686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.008405905,0.007845311,0.1548904,0.001166738,0.001219361,0.0004119705,0.0004913953,0.5290896,0.1557312,0.004210276,0.002504575,0.1340333],"study_design_scores_gemma":[0.0005322386,0.04364903,0.4859962,0.0001169693,0.001219483,0.0001458223,0.001339488,0.3935698,0.06377555,0.002675058,0.006850448,0.0001299843],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977373,0.00007046438,0.0006169717,0.00004913374,0.000004990964,0.00002411201,0.00006099917,0.0000209214,0.001415106],"genre_scores_gemma":[0.9988821,0.00005911805,0.0003371043,0.00002102141,0.000001348336,0.00001182135,0.00003909515,0.000002113556,0.0006463465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03758451,"threshold_uncertainty_score":0.07473147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257306638612955,"score_gpt":0.1900393171945484,"score_spread":0.1774662508084189,"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."}}