{"id":"W2153584101","doi":"10.1002/etc.55","title":"A new method for ranking mode-specific sensitivity of freshwater arthropods to insecticides and its relationship to biological traits","year":2009,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"European Chemical Industry Council","keywords":"Ranking (information retrieval); Sensitivity (control systems); Biology; Toxicology; Insecticide resistance; Ecology; Computer science; Artificial intelligence; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0002232872,0.0001421978,0.0002065844,0.00001878903,0.0001642518,0.000008482573,0.00007341153,0.0001987058,0.001290025],"category_scores_gemma":[0.00003461275,0.0001372465,0.00003651376,0.00005022598,0.0001257112,0.00007640149,0.000154087,0.0001112912,0.00003389164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006801303,"about_ca_system_score_gemma":0.000003566556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001252888,"about_ca_topic_score_gemma":0.00009044929,"domain_scores_codex":[0.9990674,0.00006455051,0.0001566516,0.0003891554,0.00006764266,0.0002546107],"domain_scores_gemma":[0.9995383,0.0001472367,0.00003974883,0.00007993734,0.000001321496,0.0001934259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001991122,0.00008010741,0.01719072,0.000006003357,0.000009139481,0.000007823297,0.0006122721,0.0005056578,0.9744133,0.00004995581,0.001129959,0.005795941],"study_design_scores_gemma":[0.0009105349,0.0006192722,0.27836,0.00000833848,0.00002216384,0.0000851752,0.0001979247,0.001353311,0.7114655,0.002517556,0.004150811,0.0003093635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991428,0.00005881422,0.007057664,0.0008797697,0.0000261589,0.0002453086,0.00006204978,0.00001349939,0.0002287327],"genre_scores_gemma":[0.9809722,0.00001894798,0.01764546,0.000966453,0.00002858167,0.000007384603,0.00001552001,0.000005132771,0.0003402983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2629478,"threshold_uncertainty_score":0.9996229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198239831178472,"score_gpt":0.2506258932026131,"score_spread":0.2286434948908284,"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."}}