{"id":"W4321350788","doi":"10.1016/j.scitotenv.2023.162259","title":"Forest buffer-strips mitigate the negative impact of oil palm plantations on stream communities","year":2023,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Oil Palm Production and Sustainability","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; H2020 Marie Skłodowska-Curie Actions; Horizon 2020; Egg Farmers of Canada","keywords":"Species richness; Riparian zone; Environmental science; Riparian forest; Ecology; Habitat; Deforestation (computer science); Buffer strip; Riparian buffer; Understory; Agroforestry; Old-growth forest; Canopy; Water quality; Biology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001396663,0.0001339519,0.0001231651,0.00003459216,0.0009510729,0.00002339711,0.001037527,0.00002241334,0.0007332193],"category_scores_gemma":[0.0001487514,0.00005987479,0.0001401835,0.0005812263,0.005905384,0.0001423431,0.0006540001,0.0002166366,0.0001942781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003004927,"about_ca_system_score_gemma":0.00004269922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839773,"about_ca_topic_score_gemma":0.00003610611,"domain_scores_codex":[0.9982691,0.0002695546,0.0002256325,0.000190405,0.0007469713,0.0002983843],"domain_scores_gemma":[0.9984811,0.0003081977,0.0001711658,0.0009749044,0.000008386157,0.00005623753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00005545235,0.0001799875,0.007415744,0.00001007567,0.00002610418,4.219828e-7,0.009395141,0.9678701,0.01077984,0.0004175405,0.0005220011,0.003327627],"study_design_scores_gemma":[0.0001593754,0.0002507596,0.9676541,0.00001519751,0.00002059305,0.000005377467,0.01032335,0.004456899,0.01425236,0.002706247,0.00004950698,0.0001062041],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991949,0.000005881906,0.000001062973,0.002125547,0.00008518917,0.0002061548,0.00004654507,0.00001449358,0.005566129],"genre_scores_gemma":[0.9961895,0.0000332639,0.00001584248,0.000016815,0.0000123569,0.00002219681,0.000001960241,0.000006151814,0.003701916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9634132,"threshold_uncertainty_score":0.9967999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599886314847343,"score_gpt":0.2493276279113517,"score_spread":0.2333287647628783,"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."}}