{"id":"W4388724414","doi":"10.1002/lol2.10367","title":"Salinization, warming, and loss of water clarity inhibit vertical mixing of small urban ponds","year":2023,"lang":"en","type":"article","venue":"Limnology and Oceanography Letters","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Fisheries and Oceans Canada; Iowa State University","keywords":"Environmental science; Eutrophication; Urbanization; Salinity; Stratification (seeds); Hydrology (agriculture); CLARITY; Ecosystem; Global warming; Water column; Climate change; Ecology; Oceanography; Geology; Nutrient","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001824667,0.00009886242,0.0001486468,0.0001803318,0.00009805537,0.000006582856,0.0001012711,0.00008351273,0.00004716296],"category_scores_gemma":[0.00001167336,0.00008313796,0.00004415113,0.0003244514,0.0009198547,0.000104333,0.0002536995,0.00009959975,0.00001224089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007149705,"about_ca_system_score_gemma":0.000001086924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003009541,"about_ca_topic_score_gemma":0.00001668964,"domain_scores_codex":[0.9991525,0.0000506723,0.0002161218,0.0002341093,0.00009346711,0.0002531563],"domain_scores_gemma":[0.9997267,0.00003727077,0.00003360378,0.0001500474,0.00000577636,0.00004664897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001527151,0.00002787702,0.9726151,0.00002908687,0.00003946374,0.00000717116,0.001182447,0.00003371707,0.02343971,0.0003662044,0.002192009,0.00005193411],"study_design_scores_gemma":[0.0004714121,0.00008571029,0.9868776,0.00001497762,0.00007163676,0.000005589069,0.00009867991,0.0003011581,0.009780025,0.0006746059,0.001462052,0.0001565797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99664,0.00003254748,0.0005341727,0.002439556,0.00006890724,0.00008872712,0.00000428791,0.00004650042,0.0001453264],"genre_scores_gemma":[0.998986,0.0000344404,0.0003058148,0.000597066,0.00001167421,0.000002795835,0.00001659724,0.000007734086,0.00003789206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01426247,"threshold_uncertainty_score":0.3390267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045181711884527,"score_gpt":0.1963989868514157,"score_spread":0.1859471697325705,"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."}}