{"id":"W1984086920","doi":"10.1023/b:hydr.0000025057.62967.2c","title":"Swamps, springs and diatoms: wetlands of the semi-arid Bogoria-Baringo Rift, Kenya","year":2004,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Fragilaria; Wetland; Marsh; Navicula; Ecology; Hot spring; Littoral zone; Swamp; Rift valley; Macrophyte; Typha; Diatom; Geology; Biology; Phytoplankton; Paleontology","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":[0.0002264939,0.000128135,0.0001764139,0.0000120719,0.00009924623,0.00001219987,0.0002568391,0.0001020421,0.0001121304],"category_scores_gemma":[0.00003617337,0.00008077425,0.00005347746,0.0001208402,0.0002099589,0.0000559587,0.0002773438,0.0001296651,0.00006549065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006878978,"about_ca_system_score_gemma":0.00001139281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008978363,"about_ca_topic_score_gemma":0.0006032021,"domain_scores_codex":[0.9992117,0.00003009438,0.0002196703,0.000232011,0.00009964759,0.0002068988],"domain_scores_gemma":[0.999467,0.00004279423,0.0001336475,0.0003017825,0.000003585621,0.00005119675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006357173,0.00003527005,0.9853067,0.00001894466,0.00001385102,0.000001771472,0.000278921,0.003386342,0.008785289,0.001705803,0.0002019844,0.0002587078],"study_design_scores_gemma":[0.001066554,0.0001702761,0.9666961,0.000108831,0.00003568076,0.0000533175,0.000089329,0.004389021,0.008794378,0.004724933,0.0134374,0.0004342201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945293,0.00005062184,0.0003186503,0.00008714665,0.000197453,0.0001700677,0.00001858289,0.00002560836,0.004602577],"genre_scores_gemma":[0.9993985,0.0000267595,0.000210248,0.00009628127,0.00003281085,0.000006904877,0.000005011791,0.000008261779,0.0002152366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0186107,"threshold_uncertainty_score":0.3293878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004143105214773441,"score_gpt":0.1780649399815207,"score_spread":0.1739218347667473,"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."}}