{"id":"W3194208366","doi":"10.3389/fmars.2021.691723","title":"Do Ballast Water Management Systems Reduce Phytoplankton Introductions to Canadian Waters?","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"International Council for the Exploration of the Sea; Transport Canada","keywords":"Ballast; Phytoplankton; Environmental science; Salinity; Water quality; Abundance (ecology); Oceanography; Plankton; Aquatic ecosystem; Ecology; Fishery; Biology; Nutrient; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005740366,0.0001441825,0.0001647315,0.0002996821,0.0003862081,0.0001432126,0.0005940472,0.00004342204,0.002907125],"category_scores_gemma":[0.00006504326,0.0001218907,0.00002733986,0.001017951,0.0004942546,0.0003472201,0.00116584,0.0001502417,0.0006238885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059132,"about_ca_system_score_gemma":0.000072205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008288098,"about_ca_topic_score_gemma":0.01797123,"domain_scores_codex":[0.9979301,0.00004824793,0.0002128326,0.0007147714,0.0003288307,0.0007652038],"domain_scores_gemma":[0.9991409,0.000005524513,0.00002194216,0.000486657,0.00003219248,0.0003127968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001459929,0.00006367772,0.8054451,0.00001997429,0.0000145531,0.0001613991,0.0005507224,0.006673201,0.003410285,0.002302538,0.1711502,0.01019376],"study_design_scores_gemma":[0.0002480862,0.00004710518,0.5587559,0.00001610337,0.00001042476,0.0000489514,0.001808071,0.0002209229,0.008510987,0.001946314,0.4280198,0.000367336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5926793,0.0000123324,0.0005684219,0.007775115,0.01036407,0.0005184626,0.000006534667,0.0000390737,0.3880368],"genre_scores_gemma":[0.9331021,0.00003493877,0.02909984,0.0007980731,0.0001995911,0.0000772807,0.00001702529,0.000012669,0.03665843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3513783,"threshold_uncertainty_score":0.9999483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005868200299255998,"score_gpt":0.1982106716149646,"score_spread":0.1923424713157086,"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."}}