{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006331007,0.000315581,0.0002871671,0.0006301783,0.00177362,0.0008993697,0.000794384,0.0004397943,0.00311779],"category_scores_gemma":[0.002304818,0.0001798818,0.0004658556,0.001241009,0.0007587463,0.0008253008,0.0009280382,0.0003244931,0.00024632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01369312,"about_ca_system_score_gemma":0.02556024,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9422967,"about_ca_topic_score_gemma":0.984224,"domain_scores_codex":[0.999129,0.00008352446,0.00002863221,0.0001696071,0.0003487179,0.0002405354],"domain_scores_gemma":[0.9987038,0.00006675452,0.0003210114,0.00006248977,0.0006018119,0.0002440789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001230729,0.0004496628,0.7038111,0.0009283622,0.0003043946,0.0003460122,0.004399006,0.00145701,0.03503463,0.001421545,0.009194246,0.2414232],"study_design_scores_gemma":[0.00002041814,0.0001919451,0.9858106,0.00005254052,0.00006953321,0.000023321,0.002392805,0.0004205815,0.001328885,0.0001022203,0.009568649,0.00001864401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867244,0.0009496187,0.00039725,0.00230909,0.0000419547,0.0001235125,0.0007987441,0.00004005216,0.008615362],"genre_scores_gemma":[0.9914777,0.001429307,0.001326381,0.0007071374,0.00001546148,0.00004301042,0.0003982571,0.00001239534,0.004590235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05770332,"threshold_uncertainty_score":0.1160862,"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."}}