{"id":"W1968618820","doi":"10.1111/1365-2664.12397","title":"Hybrid system increases efficiency of ballast water treatment","year":2015,"lang":"en","type":"article","venue":"Journal of Applied Ecology","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Ballast; Propagule pressure; Environmental science; Biology; Population; Ecology; Ecosystem; Environmental engineering; Environmental health; Medicine","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":[0.0004019009,0.0001098529,0.0003453805,0.00006464493,0.00005003428,0.000004799763,0.0002058679,0.00005951014,0.001920948],"category_scores_gemma":[0.00002809877,0.00006772279,0.0000744612,0.00004450918,0.0002268798,0.00008189245,0.0001284916,0.00008158595,0.0003573599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004105266,"about_ca_system_score_gemma":0.00004271346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005859595,"about_ca_topic_score_gemma":0.0000850572,"domain_scores_codex":[0.9990252,0.00004615026,0.0004278867,0.0001183573,0.0001540138,0.0002283983],"domain_scores_gemma":[0.9993764,0.00007564051,0.0002665779,0.0001214486,0.00002925304,0.0001307171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0041508,0.006847672,0.7062415,0.0001586947,0.0008944778,0.00126558,0.004210674,0.03639885,0.138617,0.01896804,0.07484761,0.007399161],"study_design_scores_gemma":[0.01149295,0.01392006,0.2644117,0.00003152839,0.0004634534,0.003228642,0.004662248,0.0005411002,0.593927,0.004839715,0.1016714,0.0008102256],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9292184,0.00001041328,0.00003564049,0.000126543,0.0002616069,0.0001054527,0.000001836878,0.000006520109,0.07023359],"genre_scores_gemma":[0.9992074,0.00001050441,0.0003119591,0.00009200707,0.00008951065,0.000005839061,0.000001546903,0.000006102263,0.0002751192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.45531,"threshold_uncertainty_score":0.9989914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01021153495509616,"score_gpt":0.196114062829741,"score_spread":0.1859025278746448,"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."}}