{"id":"W4281568165","doi":"10.1016/j.jenvman.2022.115300","title":"Assessing the performance of four indicative analysis devices for ballast water compliance monitoring, considering organisms in the size range ≥10 to &lt;50 μm","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Ballast; Environmental science; Environmental engineering; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003363315,0.0008762055,0.0004966072,0.002283101,0.0008268152,0.001430473,0.001455233,0.001403189,0.0009240629],"category_scores_gemma":[0.008837576,0.0005029428,0.0007349562,0.001420074,0.0008494597,0.00114845,0.001539384,0.0006559723,0.0005923186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001262594,"about_ca_system_score_gemma":0.0008921343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01185278,"about_ca_topic_score_gemma":0.02638128,"domain_scores_codex":[0.9957938,0.0005249131,0.0003739484,0.000817798,0.002238642,0.0002509434],"domain_scores_gemma":[0.9927499,0.001431338,0.001408461,0.0004037397,0.003713982,0.0002925614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0023347,0.001100672,0.4195632,0.001212957,0.0002240385,0.000273281,0.001721007,0.004688155,0.4699562,0.0005366277,0.001414602,0.09697454],"study_design_scores_gemma":[0.00006094572,0.009411735,0.5078438,0.0002039915,0.0005073317,0.0006565684,0.003038398,0.02154832,0.4479601,0.0003294982,0.00818783,0.0002516149],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773677,0.0005952092,0.01744641,0.0001235883,0.00007254082,0.0004180185,0.0009487612,0.0001991095,0.002828719],"genre_scores_gemma":[0.941148,0.0008337841,0.05303135,0.000147512,0.00001908598,0.0004267509,0.001420499,0.00003842571,0.002934682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01185278,"threshold_uncertainty_score":0.02356756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673015464593155,"score_gpt":0.2585507458838944,"score_spread":0.2318205912379628,"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."}}