{"id":"W4376609792","doi":"10.1093/plankt/fbad014","title":"Examining the performance of three ballast water compliance monitoring devices for quantifying live organisms in both regulated size classes (≥50 μm and ≥10–<50 μm)","year":2023,"lang":"en","type":"article","venue":"Journal of Plankton Research","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Ballast; Bay; Environmental science; Plankton; Oceanography; Biology; Ecology; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002986687,0.0001111356,0.0002433149,0.0001370583,0.0003550923,0.00006274984,0.0004308965,0.00008412976,0.0009296022],"category_scores_gemma":[0.0004173272,0.00006864298,0.00003344523,0.0003131365,0.0003440169,0.0003111985,0.0003629198,0.0004551852,0.00007187974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009842341,"about_ca_system_score_gemma":0.0000346479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001178149,"about_ca_topic_score_gemma":0.001433756,"domain_scores_codex":[0.9982602,0.000153015,0.0004071704,0.0001870606,0.0005336175,0.0004589298],"domain_scores_gemma":[0.9979044,0.001622287,0.0001635009,0.0001550468,0.00008792762,0.00006687095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002129528,0.00002776631,0.8559493,0.00009898486,0.00002936492,0.00001183865,0.001105939,0.0006365284,0.1400695,0.00001240375,0.001124925,0.0007204739],"study_design_scores_gemma":[0.0004002526,0.00043374,0.9770687,0.0002037679,0.000007556661,0.00002764377,0.001713129,0.0008514981,0.01589585,0.00009382073,0.003219224,0.00008480424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985269,0.0001227903,0.000008687839,0.0004653244,0.0001381834,0.0001957475,0.000003881118,0.00000699043,0.0005315378],"genre_scores_gemma":[0.9977018,0.0003749846,0.0006728809,0.00001310063,0.0001020995,0.000007913854,0.000001888901,0.00001229191,0.001113088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1241737,"threshold_uncertainty_score":0.9999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2247974797648181,"score_gpt":0.3620830161306549,"score_spread":0.1372855363658367,"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."}}