{"id":"W1986349290","doi":"10.1021/es103892w","title":"Incidental Oligotrophication of North American Great Lakes","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Environmental Protection Agency","keywords":"Ecosystem; Environmental science; Drawdown (hydrology); Phytoplankton; Expansive; Ecology; Lake ecosystem; Nutrient; Oceanography; Biology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001253594,0.0001182593,0.000119406,0.0004051209,0.0007048552,0.0004507169,0.000119777,0.0001472806,0.0009930119],"category_scores_gemma":[0.00057183,0.0001256704,0.00007269992,0.000350652,0.0004155681,0.000274173,0.0006465267,0.0001662152,0.00008748999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009314789,"about_ca_system_score_gemma":0.0006088582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08250296,"about_ca_topic_score_gemma":0.3492443,"domain_scores_codex":[0.9998953,0.0000124838,0.000009132388,0.00002850956,0.00003341884,0.00002114047],"domain_scores_gemma":[0.9996389,0.00002996843,0.0001542608,0.00002151898,0.00007641389,0.00007885983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00011125,0.00001659381,0.9735581,0.00002585055,0.0000344457,0.0003133552,0.001015232,0.00008977958,0.01724606,0.000109658,0.0006180629,0.006861559],"study_design_scores_gemma":[7.046891e-7,0.000006439596,0.9992137,0.000001302747,0.000002791259,0.00003873966,0.00014405,0.00003489436,0.000185241,0.00001652229,0.0003546204,0.000001065114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983594,0.00008271299,0.0000271227,0.00006745618,0.000001650255,0.000002848064,0.0001366927,0.000005797519,0.001316448],"genre_scores_gemma":[0.9992151,0.00005790938,0.00005843028,0.00005878744,0.000004276782,0.000004811441,0.0001426922,0.000001772855,0.000456261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08250296,"threshold_uncertainty_score":0.1640455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008918325767237582,"score_gpt":0.2039091995850271,"score_spread":0.1949908738177895,"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."}}