{"id":"W1978521814","doi":"10.1080/07438140709354026","title":"Lake responses to long-term hypolimnetic withdrawal treatments","year":2007,"lang":"en","type":"article","venue":"Lake and Reservoir Management","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada","funders":"","keywords":"Hypolimnion; Environmental science; Term (time); Ecology; Eutrophication; Biology; Nutrient","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003837264,0.0001722874,0.0001564534,0.00006708242,0.0001874069,0.0000520084,0.0002033241,0.00004922528,0.0007325166],"category_scores_gemma":[0.000006973945,0.0001373173,0.00003724875,0.0002000048,0.00006225776,0.00008210919,0.0003545871,0.00006094322,0.0004637382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005779217,"about_ca_system_score_gemma":0.000002588692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008533626,"about_ca_topic_score_gemma":0.03772907,"domain_scores_codex":[0.9986668,0.00003558532,0.0002393385,0.0003534562,0.0003074777,0.0003973366],"domain_scores_gemma":[0.999324,0.00004533706,0.00005335667,0.0003575919,0.000004217131,0.0002155174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001815564,0.0001318742,0.9836693,0.00006294591,0.00007579436,0.0003257661,0.0003108577,0.0002969825,0.00004200992,0.0005870701,0.001943955,0.01237192],"study_design_scores_gemma":[0.0004622987,0.0001731909,0.953916,0.00004526287,0.00003639748,0.00001278621,0.00006532329,0.0001252771,0.00002484477,0.0001816402,0.04476941,0.000187561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951281,0.0000453644,0.001203514,0.0002806154,0.0001228654,0.0005416181,0.00002003076,0.00003662983,0.04646841],"genre_scores_gemma":[0.9605134,0.00007055724,0.001256923,0.0003548091,0.00004665178,0.00002905524,0.00002115053,0.00001691218,0.03769058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04282546,"threshold_uncertainty_score":0.9798298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009267654435764012,"score_gpt":0.2453696884001698,"score_spread":0.2361020339644058,"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."}}