{"id":"W4391351685","doi":"10.2175/193864718825159034","title":"Innovation Portfolio Management for Retrofitting Advanced Biotechnologies for Anaerobic Digestion Process at Lulu Island Wastewater Treatment Plant","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrofitting; Anaerobic digestion; Sewage treatment; Process (computing); Portfolio; Waste management; Environmental science; Wastewater; Pulp and paper industry; Process engineering; Biochemical engineering; Engineering; Computer science; Business; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003362196,0.0007779277,0.0006548816,0.001864035,0.000845102,0.003333756,0.00124876,0.0008888562,0.003991706],"category_scores_gemma":[0.003304459,0.000316195,0.0005497634,0.001101772,0.0002529809,0.001725059,0.002034638,0.0006463884,0.0005217014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002646042,"about_ca_system_score_gemma":0.003090885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00272839,"about_ca_topic_score_gemma":0.002977149,"domain_scores_codex":[0.9985689,0.0003758126,0.00008237269,0.0001963054,0.0004783362,0.00029827],"domain_scores_gemma":[0.9981672,0.0004113116,0.0003466383,0.0001130151,0.0006174765,0.000344397],"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":[0.0005661263,0.001144518,0.01765887,0.0001573839,0.0001166973,0.0002561667,0.0002317622,0.4531258,0.0137158,0.006894062,0.003134811,0.502998],"study_design_scores_gemma":[0.00008144487,0.0007028892,0.005387235,0.00004981916,0.00006567599,0.00005696482,0.0003516873,0.9724167,0.01047146,0.004231234,0.006152914,0.00003206255],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6161249,0.0009274863,0.3377142,0.001299634,0.00005005368,0.001817526,0.0004061348,0.001177988,0.04048211],"genre_scores_gemma":[0.9095665,0.0003643463,0.08288673,0.00008551939,0.00001700716,0.0004927979,0.0003747573,0.00004294349,0.006169372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003991706,"threshold_uncertainty_score":0.01919848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149494302319413,"score_gpt":0.2156911998464218,"score_spread":0.2007417696144805,"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."}}