{"id":"W4415532771","doi":"10.1016/j.jglr.2025.102690","title":"Effects of artificial illumination and net panel configurations on small pelagic fisheries and bycatch on Lake Albert, East Africa","year":2025,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Australian Centre for International Agricultural Research; International Development Research Centre","keywords":"Pelagic zone; Netting; Bycatch; Fishing; Demersal zone; Fisheries management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0006265983,0.00006977121,0.0001567896,0.0001210835,0.0002001163,0.00004898324,0.000108552,0.00005810638,0.0001656503],"category_scores_gemma":[0.0002681084,0.00005149413,0.00003059288,0.0002017592,0.0002903102,0.00009710102,0.0000705845,0.000197483,0.0000147226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005419788,"about_ca_system_score_gemma":0.00002166845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001113943,"about_ca_topic_score_gemma":0.001356551,"domain_scores_codex":[0.9989728,0.0001742139,0.0001991091,0.0001226749,0.000385024,0.0001461341],"domain_scores_gemma":[0.9992324,0.0004612159,0.00009372595,0.00007957588,0.00006005572,0.00007301386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003339509,0.002211358,0.5084659,0.001301094,0.0004152854,0.0004092021,0.02371558,0.0001980942,0.1665597,0.006007383,0.08744827,0.1999286],"study_design_scores_gemma":[0.001526828,0.003159963,0.9427531,0.0005573713,0.00008089616,0.00003999532,0.003079781,0.001870411,0.01352677,0.001656532,0.03151725,0.0002311419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874648,0.00005115879,0.00004067391,0.001508056,0.00005413536,0.0001756232,0.00001072094,0.000001962921,0.0106929],"genre_scores_gemma":[0.9977267,0.00005649645,0.00005298932,0.00002054249,0.00002698562,0.000001858739,0.000001312748,0.00000232764,0.002110786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4342871,"threshold_uncertainty_score":0.209987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05155316417193295,"score_gpt":0.2671821897448134,"score_spread":0.2156290255728805,"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."}}