{"id":"W3187501631","doi":"10.1016/j.envpol.2021.117885","title":"Bioaugmentation improves the anaerobic co-digestion of cadmium-containing plant residues and cow manure","year":2021,"lang":"en","type":"article","venue":"Environmental Pollution","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Bioaugmentation; Chemistry; Manure; Cow dung; Cellulose; Anaerobic digestion; Biogas; Biostimulation; Phytoremediation; Bioremediation; Methanogenesis; Biodegradation; Microbial population biology; Pulp and paper industry; Environmental chemistry; Food science; Bacteria; Methane; Agronomy; Biology; Fertilizer; Biochemistry; Ecology; Organic chemistry; Heavy metals","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":[0.000111174,0.000105412,0.00009058698,0.00003989273,0.000104503,0.00001944952,0.00003527744,0.00006208997,0.00004094442],"category_scores_gemma":[0.000007744009,0.00008944597,0.00002941627,0.00006154391,0.0001073115,0.0001623686,0.00001698593,0.00008928854,0.000009690069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009946463,"about_ca_system_score_gemma":0.000007109985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002397405,"about_ca_topic_score_gemma":0.00003212073,"domain_scores_codex":[0.9993883,0.00003951457,0.0001747142,0.0001517674,0.0001285341,0.0001171802],"domain_scores_gemma":[0.9997822,0.000011172,0.00005253396,0.0001171285,0.000003718768,0.0000332425],"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":[0.00003775178,0.00004447045,0.003435263,0.0000208433,0.00005115054,0.000004429531,0.0007019677,0.001957535,0.9798955,0.002511129,0.0006816351,0.01065837],"study_design_scores_gemma":[0.0004975867,0.0001319307,0.4601276,0.00004169474,0.00005446814,0.00006633469,0.003319003,0.0008073402,0.5300491,0.000169625,0.004537029,0.0001983717],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972132,0.001187061,0.0004577017,0.0004166806,0.0002149959,0.0001368607,0.00005280799,0.00006266273,0.0002580202],"genre_scores_gemma":[0.9983523,0.0008598319,0.000211991,0.00005711138,0.000072854,0.000007308096,0.0002529339,0.00001176467,0.0001739327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4566923,"threshold_uncertainty_score":0.3647501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006216777271843519,"score_gpt":0.1902014775316183,"score_spread":0.1839847002597747,"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."}}