{"id":"W4387466699","doi":"10.1007/978-3-642-25055-2_9","title":"Lake Bogoria","year":2023,"lang":"en","type":"book-chapter","venue":"Syntheses in limnogeology","topic":"Geological and Geophysical Studies","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Geology; Salinity; Shore; Ephemeral key; Chemocline; Population; Perennial stream; Limnology; Hydrology (agriculture); Geochemistry; Oceanography; STREAMS; Water column; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000865258,0.0005405948,0.0003780329,0.001590738,0.001118902,0.001652426,0.0004055608,0.0003705586,0.1543569],"category_scores_gemma":[0.0002445618,0.0003004528,0.0002021813,0.001892951,0.0003229333,0.0009331373,0.001139419,0.0005613736,0.03214189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001061207,"about_ca_system_score_gemma":0.0009940607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02858853,"about_ca_topic_score_gemma":0.1168452,"domain_scores_codex":[0.9999317,0.000007444247,0.000003271056,0.00002160842,0.00002303622,0.00001298574],"domain_scores_gemma":[0.9999599,0.000004128417,0.0000055101,0.00000779643,0.00001536358,0.000007246917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009467987,0.00002981818,0.001440839,0.0006273931,0.00002114813,0.0002877619,0.0006567524,0.0006539699,0.002567186,0.03518668,0.2859988,0.672435],"study_design_scores_gemma":[0.000003919797,0.000007897229,0.003348952,0.0001107468,0.000005815581,0.0000970502,0.0001831349,0.0000996064,0.0003551263,0.002637375,0.9931457,0.000004622519],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00660596,0.01189902,0.002464401,0.001036756,0.0006777922,0.00005580489,0.005601978,0.001020164,0.970638],"genre_scores_gemma":[0.02322883,0.004092977,0.003899269,0.0001643279,0.00006911679,0.00004306462,0.002316064,0.0003476829,0.9658386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1543569,"threshold_uncertainty_score":0.5163751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03817959146921873,"score_gpt":0.2154519778114166,"score_spread":0.1772723863421978,"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."}}