{"id":"W3115252235","doi":"10.1016/j.jenvman.2020.111793","title":"A comparative review on clean hydrogen production from wastewaters","year":2020,"lang":"en","type":"review","venue":"Journal of Environmental Management","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":174,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Dark fermentation; Hydrogen production; Environmental science; Microbial electrolysis cell; Wastewater; Waste management; Electrodialysis; Fermentative hydrogen production; Sewage treatment; Environmentally friendly; Electrolysis; Environmental engineering; Electrolysis of water; Pulp and paper industry; Biohydrogen; Hydrogen; Chemistry; Engineering; Ecology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000373301,0.0006598354,0.002821493,0.0002296809,0.00006997246,0.0000315986,0.000661184,0.0001085597,0.0004705316],"category_scores_gemma":[0.0000101744,0.0004880965,0.0009538091,0.0002045288,0.00006591066,0.000149264,0.0002302499,0.0004829523,0.0009800061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129929,"about_ca_system_score_gemma":0.0000255401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000324924,"about_ca_topic_score_gemma":0.000006621884,"domain_scores_codex":[0.9959201,0.000589352,0.001725459,0.0005630038,0.0009065744,0.0002955687],"domain_scores_gemma":[0.9971189,0.00004688973,0.002028542,0.000568312,0.000006929067,0.0002304234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003021094,0.0002581492,4.420865e-7,0.01103463,0.003085992,0.0006212724,0.00007666481,0.001642475,0.0000124319,0.00004569415,0.009615544,0.9735765],"study_design_scores_gemma":[0.0002371852,0.0002138406,0.000002375658,0.05480571,0.002457261,0.0001117007,0.0001572795,0.000003557235,0.00007888775,0.00001863866,0.9415294,0.00038416],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007162578,0.9934411,0.000007424146,0.0001467629,0.001050349,0.0009321583,0.0000382922,0.00002169905,0.004290562],"genre_scores_gemma":[0.0003236878,0.9958704,0.000185141,0.0002147331,0.0009965537,0.00005752994,0.0001238607,0.0000971902,0.002130955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9731923,"threshold_uncertainty_score":0.9997978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03383699220234375,"score_gpt":0.267521085894668,"score_spread":0.2336840936923242,"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."}}