{"id":"W4407414298","doi":"10.3390/fuels6010014","title":"Microbial Electrolysis Cells for H2 Generation by Treating Acid Mine Drainage: Recent Advances and Emerging Trends","year":2025,"lang":"en","type":"article","venue":"Fuels","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"China Scholarship Council","keywords":"Acid mine drainage; Electrolysis; Environmental science; Waste management; Environmental chemistry; Engineering; Chemistry","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":[0.000143946,0.0001145649,0.0001175594,0.00004768229,0.0001790528,0.0000478,0.00007079529,0.00005233142,0.0004579496],"category_scores_gemma":[0.00001742574,0.0001045282,0.00004028683,0.0002567723,0.00003459257,0.0001548096,0.0000396785,0.00004273022,0.000008302835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008594045,"about_ca_system_score_gemma":0.000005282292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003479437,"about_ca_topic_score_gemma":0.0002176046,"domain_scores_codex":[0.9992182,0.00002580987,0.0001790629,0.000290585,0.00007597705,0.0002103342],"domain_scores_gemma":[0.9997743,0.00002180919,0.00007334034,0.00008687144,0.000009493487,0.00003416229],"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":[0.00001307595,0.00002126855,0.0001882732,0.00001721894,0.000005661784,1.714773e-7,0.00008109974,0.00004080464,0.7910231,0.000005411056,0.01772024,0.1908837],"study_design_scores_gemma":[0.0003463193,0.00005233772,0.00009461285,0.000005340671,0.00002914202,4.574885e-7,0.00001910124,0.000942812,0.7301565,0.00006445932,0.2681793,0.0001096915],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655368,0.007554519,0.009584378,0.003225103,0.000710791,0.0005774699,0.0001182381,0.00007189973,0.0126208],"genre_scores_gemma":[0.9731148,0.003981458,0.007724031,0.0008348032,0.00033867,0.00006036434,0.0004646596,0.0000218259,0.01345931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.250459,"threshold_uncertainty_score":0.5014226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005058421925271546,"score_gpt":0.2251192454986423,"score_spread":0.2200608235733708,"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."}}