{"id":"W3156270750","doi":"10.1021/acs.est.0c06493","title":"The Role of Behavioral Ecotoxicology in Environmental Protection","year":2021,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":222,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"U.S. Geological Survey; Umweltbundesamt; Marie-Claire Cronstedts Stiftelse; Kempestiftelserna; Bundesministerium für Bildung und Forschung; Svenska Forskningsrådet Formas; Australian Research Council; Stockholms Universitet","keywords":"Ecotoxicology; Environmental toxicology; Wildlife; Stressor; Ecology; Standardization; Risk assessment; Environmental risk assessment; Environmental planning; Environmental health; Environmental resource management; Environmental science; Biology; Political science; Medicine; Computer science; Toxicity; Neuroscience","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":[],"consensus_categories":[],"category_scores_codex":[0.0003235169,0.0000821877,0.0001003424,0.00005131554,0.0003722743,0.00001910023,0.0004205519,0.0001196551,0.0006756348],"category_scores_gemma":[0.00002028992,0.00003463228,0.00003364397,0.000702021,0.001674038,0.00009331281,0.0003218571,0.0002253038,0.00004260741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001673784,"about_ca_system_score_gemma":0.00001859282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007843637,"about_ca_topic_score_gemma":0.0005378362,"domain_scores_codex":[0.998791,0.00005110494,0.0001753426,0.0002938418,0.0002808185,0.0004079345],"domain_scores_gemma":[0.9997581,0.0000428504,0.0000554588,0.00009570138,0.000003788553,0.0000441623],"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":[0.000006844511,0.0001353644,0.05977577,2.196701e-7,7.076321e-7,0.000006007047,0.00002688706,0.000002331187,0.7943789,0.0002590872,5.75825e-7,0.1454073],"study_design_scores_gemma":[0.00008076206,0.0003626256,0.2325709,0.000002871209,0.000001953256,0.00004652856,0.002504927,0.00009742304,0.7540205,0.003275418,0.00694993,0.00008619326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981958,0.0004319952,7.293127e-7,0.0005387407,0.00004913874,0.0001956109,0.00001126755,0.00001640022,0.0005602837],"genre_scores_gemma":[0.999666,0.0001408901,0.00002376569,0.00001192781,0.00001790435,0.00004878602,0.000005587121,6.957528e-7,0.0000844803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1727952,"threshold_uncertainty_score":0.7397727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113108344157013,"score_gpt":0.2301777790886027,"score_spread":0.2190466956470326,"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."}}