{"id":"W2105948434","doi":"10.1002/iroh.201111428","title":"Patterning Zooplankton Communities in Accordance with Annual Climatic Conditions in a Regulated River System (Nakdong River, South Korea)","year":2012,"lang":"en","type":"article","venue":"International Review of Hydrobiology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Zooplankton; Plankton; Environmental science; Assemblage (archaeology); Abundance (ecology); Ecology; Precipitation; Hydrology (agriculture); Geography; Biology; Geology; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001651711,0.00008899169,0.0001355841,0.0005078948,0.0001844086,0.000254693,0.0001328143,0.0001004465,0.00037208],"category_scores_gemma":[0.0003081174,0.00009438698,0.0001180435,0.0005163407,0.0002567069,0.0002328764,0.0002903332,0.00005907082,0.00004526636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002376099,"about_ca_system_score_gemma":0.0002048656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006945916,"about_ca_topic_score_gemma":0.02329621,"domain_scores_codex":[0.9999107,0.00001696624,0.00001042931,0.00003374005,0.00001413751,0.00001404284],"domain_scores_gemma":[0.9997829,0.00002351359,0.0001025604,0.00001501953,0.00004543086,0.00003057207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006173339,0.00001962537,0.9735954,0.0000485772,0.0000714713,0.0001537437,0.0005672952,0.000289461,0.01830412,0.0000397866,0.0000672989,0.006781419],"study_design_scores_gemma":[7.947594e-7,0.00001113434,0.9994097,0.000001300222,0.000007214073,0.00002206999,0.0001988272,0.0001505714,0.0001223944,0.000008902951,0.00006552825,0.000001568148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998036,0.00003756793,0.00006234452,0.000003340939,4.543297e-7,0.000001316699,0.00003096677,9.571485e-7,0.00005951362],"genre_scores_gemma":[0.9997573,0.00003049924,0.00007734001,0.000003674544,5.422641e-7,0.000002614501,0.0000718889,5.231096e-7,0.00005554079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006945916,"threshold_uncertainty_score":0.01381093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009832465209280373,"score_gpt":0.2440645645020259,"score_spread":0.2342320992927455,"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."}}