{"id":"W4389965592","doi":"10.3934/environsci.2023047","title":"Advancing circular economy principles through wild black soldier flies","year":2023,"lang":"en","type":"article","venue":"AIMS environmental science","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Circular economy; Compost; Business; Agricultural science; Agriculture; Waste management; Environmental science; Engineering; Biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001177246,0.0002789725,0.0001281204,0.0003112315,0.00122073,0.0009461954,0.0006690179,0.0005722819,0.00207254],"category_scores_gemma":[0.0005246779,0.0000901247,0.0002347134,0.0001163992,0.001124386,0.0005752112,0.001174935,0.0004930106,0.0002040793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235729,"about_ca_system_score_gemma":0.0007570715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004262821,"about_ca_topic_score_gemma":0.02015083,"domain_scores_codex":[0.9993656,0.0002874682,0.0000177338,0.0001203122,0.0001502432,0.00005864666],"domain_scores_gemma":[0.9997036,0.0001189291,0.00005191559,0.00003062988,0.00004919288,0.00004565192],"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":[0.0008078348,0.005767443,0.02996232,0.001032786,0.00008841106,0.006655078,0.04038813,0.002139239,0.5475776,0.02348649,0.003420265,0.3386744],"study_design_scores_gemma":[0.0003369486,0.02832168,0.1386587,0.0008647671,0.0002246156,0.004628656,0.1386615,0.01061589,0.3737166,0.01106132,0.2926805,0.0002287791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981934,0.0001893214,0.005556274,0.0005570684,0.00001570892,0.0003406582,0.0000633157,0.00002533897,0.01131833],"genre_scores_gemma":[0.9535115,0.0004051536,0.03445933,0.000289173,0.000009164359,0.000282821,0.00009537732,0.00001504817,0.01093246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004262821,"threshold_uncertainty_score":0.00896585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684586155772294,"score_gpt":0.2110311668246847,"score_spread":0.1941853052669618,"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."}}