{"id":"W2156843598","doi":"10.1007/s10661-007-9629-y","title":"The early warning of aquatic organophosphorus pesticide contamination by on-line monitoring behavioral changes of Daphnia magna","year":2007,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":97,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Université du Québec à Montréal","keywords":"Daphnia magna; Ecotoxicology; Daphnia; Contamination; Toxicology; Environmental chemistry; Pesticide; Biology; Acute toxicity; Toxicity; Ecology; Chemistry; Zooplankton","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006226195,0.0002314898,0.0002468145,0.0000426329,0.0003815389,0.00001701953,0.0002065556,0.0001300534,0.0001118433],"category_scores_gemma":[0.00001325575,0.0001973382,0.00004457123,0.00009784219,0.0005660051,0.0001065495,0.0002237808,0.0003043186,0.00001676948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003564325,"about_ca_system_score_gemma":0.000004195455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008007018,"about_ca_topic_score_gemma":0.00001064723,"domain_scores_codex":[0.9983243,0.0000796285,0.0004144535,0.0003433273,0.0004329423,0.0004053965],"domain_scores_gemma":[0.9990189,0.0003233432,0.0003009761,0.0002355899,0.000001401117,0.0001197793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003675263,0.0002904058,0.6252521,0.000004363468,0.00001560249,0.000005224268,0.0002338087,0.000083819,0.3481675,0.000007161121,0.000009328956,0.02589399],"study_design_scores_gemma":[0.000347811,0.001048555,0.5896307,0.00002609493,0.00003049619,0.000003282357,0.0008000694,0.0000419982,0.4077075,0.00002568395,0.000213223,0.0001245959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982118,0.0002854701,0.0001780695,0.00006577534,0.0004439162,0.000277474,0.000009440843,0.00001516281,0.0005128868],"genre_scores_gemma":[0.9979103,0.0005052196,0.0008597043,0.000008737009,0.00006950099,0.00003218958,0.000006899805,0.00002472045,0.0005827939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05954,"threshold_uncertainty_score":0.8047217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611822955855398,"score_gpt":0.2895321393340329,"score_spread":0.273413909775479,"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."}}