{"id":"W4210324874","doi":"10.3389/fevo.2022.822935","title":"Metabolic Phenotype of Daphnia Under Hypoxia: Macroevolution, Microevolution, and Phenotypic Plasticity","year":2022,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Hypoxia (environmental); Phenotypic plasticity; Daphnia; Lactate dehydrogenase; Phenotype; Ecology; Daphnia pulex; Glycolysis; Zoology; Gene; Metabolism; Crustacean; Oxygen; Biochemistry; Enzyme; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003750354,0.0001254267,0.0002703537,0.0001058918,0.0003193594,0.000004350658,0.0001124993,0.00009317446,0.000190352],"category_scores_gemma":[0.00003048227,0.0001369604,0.00002528434,0.0002812615,0.0003356969,0.0001223418,0.0002351522,0.0002028156,0.000006693806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090114,"about_ca_system_score_gemma":0.00002865643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004921189,"about_ca_topic_score_gemma":0.001276318,"domain_scores_codex":[0.9987997,0.0001911545,0.0003075845,0.0003021274,0.0001336334,0.0002657986],"domain_scores_gemma":[0.9996186,0.00004915111,0.000152367,0.0001128012,0.00000956738,0.00005755093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007782599,0.00007919982,0.9793403,0.00001765053,0.000022121,0.000001133454,0.0002359046,0.009550736,0.0005653782,0.006020423,0.003683365,0.0004059602],"study_design_scores_gemma":[0.0005427646,0.00009349785,0.9469199,0.000003451198,0.00003251898,0.00002111853,0.0004101481,0.03253041,0.000007526712,0.01698931,0.002317418,0.0001319806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811563,0.001681305,0.01558733,0.0001102703,0.0006673092,0.0002238887,0.00004324185,0.00001555249,0.0005148368],"genre_scores_gemma":[0.996626,0.00009693954,0.002932413,0.00007686115,0.00002059909,0.00003499088,0.00001668098,0.000008781057,0.0001867237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03242044,"threshold_uncertainty_score":0.5585082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003904000894022889,"score_gpt":0.1798558303506629,"score_spread":0.17595182945664,"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."}}