{"id":"W4385697156","doi":"10.3390/su151612177","title":"Manure Valorization Using Black Soldier Fly Larvae: A Review of Current Systems, Production Characteristics, Utilized Feed Substrates, and Bioconversion and Nitrogen Conversion Efficiencies","year":2023,"lang":"en","type":"review","venue":"Sustainability","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Manure; Bioconversion; Environmental science; Livestock; Hermetia illucens; Production (economics); Pulp and paper industry; Waste management; Agricultural engineering; Agronomy; Engineering; Ecology; Chemistry; Biology; Larva; Food science; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002484581,0.001276502,0.003031689,0.005061989,0.0003022124,0.00160362,0.00120144,0.0009938101,0.002407641],"category_scores_gemma":[0.005114015,0.0005810061,0.003534462,0.006135916,0.0004363153,0.001434619,0.0006927734,0.0006843161,0.0003624363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001215911,"about_ca_system_score_gemma":0.00358043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004619183,"about_ca_topic_score_gemma":0.0105911,"domain_scores_codex":[0.9988009,0.0002796102,0.0004063668,0.0001801442,0.0002764154,0.00005648802],"domain_scores_gemma":[0.9959779,0.002775496,0.0007034184,0.00006803322,0.0004197372,0.00005541189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001975223,0.0000802217,0.0006793816,0.5820919,0.002855833,0.0001240386,0.0001630191,0.0004747287,0.001281907,0.0009830183,0.00315058,0.4079179],"study_design_scores_gemma":[0.0001567336,0.001551571,0.01538816,0.4374052,0.04687525,0.002075878,0.0006930933,0.0005460189,0.003873167,0.001996883,0.4893057,0.0001323237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003699657,0.9992555,0.00005779116,0.00005353446,0.00001960615,0.00001233858,0.00005135882,0.000002888373,0.0001768801],"genre_scores_gemma":[0.001942331,0.9977142,0.0001716091,0.00005167726,0.00001147722,0.00001249352,0.00004718344,0.00000116968,0.00004795372],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005061989,"threshold_uncertainty_score":0.01313984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.066784436224076,"score_gpt":0.3182434087217651,"score_spread":0.2514589724976891,"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."}}