{"id":"W2094211030","doi":"10.1080/07438140409354099","title":"Operation and Evaluation of Hypolimnetic Withdrawal in a Shallow Eutrophic Lake","year":2004,"lang":"en","type":"article","venue":"Lake and Reservoir Management","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Eutrophication; Hypolimnion; Environmental science; Oceanography; Hydrology (agriculture); Geology; Ecology; Nutrient; Biology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005073839,0.00007463482,0.0001009912,0.00003786962,0.00004565809,0.00001930917,0.00006310184,0.00003206943,0.0001878956],"category_scores_gemma":[0.000004438606,0.00006258771,0.00001115408,0.00008815395,0.00005346984,0.00009570572,0.000112443,0.00004297453,0.00001306382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003988489,"about_ca_system_score_gemma":0.000005294011,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002671334,"about_ca_topic_score_gemma":0.08617495,"domain_scores_codex":[0.9991926,0.00004567627,0.0001769464,0.0001809762,0.0002898776,0.0001139333],"domain_scores_gemma":[0.9997739,0.000007672114,0.00004621845,0.0001317496,0.000005277321,0.00003517737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00006856877,0.0002945167,0.4121243,0.0003887684,0.00005916518,0.00003177141,0.002250737,0.5538769,0.0003496674,0.01464282,0.0001107922,0.01580194],"study_design_scores_gemma":[0.002061174,0.0001367581,0.8958071,0.0001096649,0.00005024987,0.000005784463,0.0002777092,0.09106474,0.00001956582,0.008247027,0.002064413,0.0001558473],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883418,0.0001023048,0.0001543331,0.0002818572,0.00002960091,0.0004273641,0.000004544525,0.000005204107,0.01065301],"genre_scores_gemma":[0.9989744,0.0001390466,0.0005958004,0.00003948535,0.00000961394,0.00003066407,0.00001233277,0.000004929819,0.0001936649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4836827,"threshold_uncertainty_score":0.9305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112696281075191,"score_gpt":0.2334959747848598,"score_spread":0.2222263466773407,"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."}}