{"id":"W2507416181","doi":"","title":"The effect of ecological changes in Lake Victoria on the present trophic characteristics of Oreochromis niloticus in relation to the species' role as a stabilizing factor of biomanipulation","year":2021,"lang":"en","type":"other","venue":"AquaDocs  (United Nations Educational, Scientific and Cultural Organization)","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Cichlid; Biomanipulation; Lake ecosystem; Trophic level; Fishery; Ecology; Ecosystem; Fishing; Geography; Fish <Actinopterygii>; Environmental science; Biology; Eutrophication; Nutrient","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004381204,0.0001312497,0.0001829768,0.0004423679,0.0003173855,0.00006264306,0.0002523181,0.00009920805,0.004137949],"category_scores_gemma":[0.001155649,0.00006929511,0.00002833946,0.004759998,0.0002527068,0.00005931112,0.0001062644,0.0001013839,0.00003109137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001133816,"about_ca_system_score_gemma":0.00004358628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003061369,"about_ca_topic_score_gemma":0.007740503,"domain_scores_codex":[0.9986446,0.0002550678,0.0003197854,0.0002433485,0.0004224943,0.0001146307],"domain_scores_gemma":[0.9985577,0.0006305091,0.0004052622,0.0002366993,0.000137352,0.00003240485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000062561,0.0009121811,0.8818364,0.0002932743,0.000155644,0.000001347303,0.01775752,0.0009164049,0.02175265,0.03432319,0.04099172,0.000997092],"study_design_scores_gemma":[0.0002066316,0.0001083066,0.9512606,0.0001593151,0.00002984331,0.000001597781,0.00176162,0.0004125352,0.0009768642,0.00007840843,0.04486511,0.0001391155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922951,0.00006475212,0.000008626543,0.003514127,0.0003675122,0.0008318396,0.0001966029,0.000005480047,0.002715992],"genre_scores_gemma":[0.9848173,0.00005759878,0.00003511093,0.00001517843,0.00005464522,0.0000187585,0.0008034707,0.0000149677,0.014183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06942424,"threshold_uncertainty_score":0.9967724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01429087987116976,"score_gpt":0.2269804733420531,"score_spread":0.2126895934708833,"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."}}