{"id":"W4416345140","doi":"10.1016/j.rechem.2025.102887","title":"Investigating microbial interactions in dual chamber microbial fuel cells using a hybrid substrate of synthetic wastewater and human urine","year":2025,"lang":"en","type":"article","venue":"Results in Chemistry","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Scheme for Promotion of Academic and Research Collaboration","keywords":"Microbial fuel cell; Wastewater; Biofilm; Microbial population biology; Cyclic voltammetry; Sewage treatment; Population; Electrochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002220642,0.000136713,0.0001675073,0.00004398829,0.00004372305,0.00002412925,0.00005833467,0.00005926563,0.0001390407],"category_scores_gemma":[0.00003216748,0.0001383177,0.00003112105,0.0001835661,0.0001997629,0.00008223473,0.0001688946,0.000201741,0.000004585785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001526173,"about_ca_system_score_gemma":0.00001840066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003833,"about_ca_topic_score_gemma":0.0006116029,"domain_scores_codex":[0.9988778,0.00002985315,0.0004732174,0.0003273177,0.00007799629,0.0002138432],"domain_scores_gemma":[0.9996285,0.00003645254,0.0001322868,0.0001544978,0.000007517058,0.00004071773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000263255,0.0000782587,0.003514068,0.0001630354,0.000003570713,0.00001616477,0.0002495266,0.0004449318,0.9952922,6.732802e-7,0.000169277,0.00004191971],"study_design_scores_gemma":[0.0007838145,0.000005517129,0.003216771,0.0002595323,0.00000810316,0.00002935947,0.00005855949,0.0004122167,0.9948101,0.00004633561,0.0002406241,0.0001290751],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972482,0.00001360833,0.000001290736,0.00009253446,0.00008405698,0.0001155313,0.00005440776,0.000007424605,0.002382999],"genre_scores_gemma":[0.9989682,0.00001219329,0.0004260518,0.00002230043,0.00003735938,0.000002098949,0.00003528423,0.000007743267,0.0004888045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001894195,"threshold_uncertainty_score":0.5640434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273725850442355,"score_gpt":0.242857562678304,"score_spread":0.2301203041738804,"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."}}