{"id":"W1988742178","doi":"10.1007/s10750-004-1418-9","title":"Nutrient concentrations in Nyanza Gulf, Lake Victoria, Kenya: light limits algal demand and abundance","year":2005,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nutrient; Algae; Phosphorus; Turbidity; Environmental science; Oceanography; Abundance (ecology); Redfield ratio; Dissolved silica; Phytoplankton; Environmental chemistry; Hydrology (agriculture); Geology; Ecology; Chemistry; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002035874,0.0001138861,0.0001444671,0.00001660555,0.0001271667,0.00002200968,0.0001322024,0.0001000035,0.0009319044],"category_scores_gemma":[0.00002606033,0.00009232546,0.00002523334,0.0001144826,0.0001123171,0.0001451551,0.0001024223,0.00009418363,0.0006849882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001079372,"about_ca_system_score_gemma":0.000006866311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009937853,"about_ca_topic_score_gemma":0.005622772,"domain_scores_codex":[0.9991425,0.00004863915,0.0001899428,0.0002900048,0.00008445083,0.0002445078],"domain_scores_gemma":[0.9996749,0.00004088771,0.00006794732,0.0001373911,0.000004518123,0.00007435427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001295761,0.0001095148,0.978018,0.000005148381,0.000007260938,0.000007831891,0.0005771163,0.000269283,0.01308264,0.0002501956,0.007146484,0.0005135525],"study_design_scores_gemma":[0.001435869,0.0001639501,0.6112912,0.00004558605,0.00001873726,0.00002241088,0.0001335327,0.003490031,0.008353963,0.0002227488,0.3743558,0.000466151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938131,0.0001331989,0.0002043623,0.0004491306,0.0001361078,0.000225071,0.00002901347,0.00002667311,0.004983334],"genre_scores_gemma":[0.9987617,0.00006801617,0.0005268635,0.0001741056,0.00006752979,0.000006849943,0.00001547212,0.000002964131,0.0003764663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3672093,"threshold_uncertainty_score":0.9999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008012714162479208,"score_gpt":0.1952994160935006,"score_spread":0.1872867019310214,"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."}}