{"id":"W4408043587","doi":"10.1016/j.jglr.2025.102547","title":"Effect of tilapia cage culture on algae and cyanobacteria communities in the bays of Bukavu basin, Lake Kivu, DR Congo","year":2025,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Seafood Innovations","keywords":"Cage; Cyanobacteria; Algae; Structural basin; Fishery; Oceanography; Environmental science; Ecology; Geology; Biology; Geomorphology; Engineering; Bacteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003886618,0.00008408127,0.0002814763,0.0001176093,0.0001329809,0.00003114134,0.0004357504,0.00007085151,0.000392491],"category_scores_gemma":[0.0001578984,0.00004526257,0.00006511024,0.0002767001,0.0004455421,0.0001051596,0.0001849136,0.0004021801,0.000007315666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006239177,"about_ca_system_score_gemma":0.00002029898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008146059,"about_ca_topic_score_gemma":0.003910958,"domain_scores_codex":[0.9978616,0.001088195,0.000256374,0.00007217947,0.0005512552,0.0001704199],"domain_scores_gemma":[0.9987769,0.0007916414,0.0001315667,0.0002036812,0.00005391576,0.00004226742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006081999,0.0001265753,0.9664582,0.0002408269,0.0000529901,0.00004576099,0.004665862,0.00001230567,0.01008074,0.0001294966,0.01482304,0.002756014],"study_design_scores_gemma":[0.003147983,0.006204566,0.9004041,0.001266853,0.00007257058,0.00007762975,0.009581871,0.0002412474,0.02285407,0.0002265135,0.05573444,0.0001881535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901696,0.00009452074,0.000003095138,0.0003533377,0.00003967053,0.0001860306,0.00003346484,0.000001084947,0.009119125],"genre_scores_gemma":[0.9992145,0.0001550242,0.00002067835,0.00004105531,0.00001401721,0.000001325602,0.000001979791,0.000002236164,0.0005491936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06605408,"threshold_uncertainty_score":0.4297501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02733511457990105,"score_gpt":0.3085447303826052,"score_spread":0.2812096158027041,"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."}}