{"id":"W2116976610","doi":"10.1093/icb/icr103","title":"An Integrated Multi-Disciplinary Approach for Studying Multiple Stressors in Freshwater Ecosystems: Daphnia as a Model Organism","year":2011,"lang":"en","type":"review","venue":"Integrative and Comparative Biology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":203,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; York University","funders":"Natural Sciences and Engineering Research Council of Canada; Society for Integrative and Comparative Biology (SICB)","keywords":"Organism; Biology; Ecology; Stressor; Keystone species; Daphnia; Ecosystem; Freshwater ecosystem; Zooplankton","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004766547,0.0008676224,0.002477144,0.0001884595,0.0002090754,0.00004918535,0.0006191607,0.0005683734,0.0001645461],"category_scores_gemma":[0.00004042212,0.0005416626,0.0002184183,0.0002826274,0.0003624726,0.0002064036,0.0002669449,0.0006163893,0.00006712487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003074812,"about_ca_system_score_gemma":0.0001045323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00224856,"about_ca_topic_score_gemma":0.04800549,"domain_scores_codex":[0.9963248,0.000865729,0.00100717,0.001186854,0.00009303395,0.0005224257],"domain_scores_gemma":[0.9984328,0.0003496603,0.0005574917,0.0004363423,0.00005047697,0.0001732049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002231555,0.01561227,0.1196529,0.02029393,0.005430351,0.0001181618,0.2227335,0.009112713,0.0007778063,0.05845042,0.004519731,0.5410666],"study_design_scores_gemma":[0.001536971,0.001543572,0.00007688207,0.002710923,0.0002890837,0.00005018942,0.008076434,0.7648098,0.00001716253,0.0009915761,0.218227,0.001670321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02987307,0.7445982,0.2096639,0.000004766756,0.0004001152,0.009685711,0.003797729,0.0001403291,0.001836128],"genre_scores_gemma":[0.2056697,0.6553051,0.1208444,0.00007952625,0.0002013394,0.006854548,0.009250896,0.0002401936,0.001554265],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7556971,"threshold_uncertainty_score":0.9997035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1665526370624162,"score_gpt":0.3668826240276223,"score_spread":0.2003299869652062,"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."}}