{"id":"W4389478379","doi":"10.3390/su152416677","title":"Open and Closed Black Soldier Fly Systems Tradeoff Analysis","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Context (archaeology); Environmental economics; Business; Sustainability; Life-cycle assessment; Sustainable development; Environmental planning; Engineering; Environmental resource management; Environmental science; Production (economics); Economics; Ecology","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":[0.003791185,0.0009433473,0.001004648,0.0013954,0.0007910787,0.002853004,0.001102682,0.001649354,0.01030021],"category_scores_gemma":[0.007244527,0.000554346,0.001844843,0.0008366406,0.0006881088,0.002535822,0.00165979,0.001469538,0.0003814393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002866267,"about_ca_system_score_gemma":0.001506981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009776182,"about_ca_topic_score_gemma":0.007248809,"domain_scores_codex":[0.9983078,0.0007747837,0.00004602832,0.0002703574,0.0002736919,0.0003272835],"domain_scores_gemma":[0.9946551,0.004339466,0.0003030434,0.000152021,0.0003851076,0.0001651539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001323784,0.0008792938,0.01179131,0.001105138,0.0006044295,0.0007137521,0.001083568,0.8305413,0.01141237,0.08589727,0.002035033,0.05261279],"study_design_scores_gemma":[0.0001070209,0.001474365,0.009459882,0.00008715636,0.0003264871,0.0001448769,0.001335956,0.939614,0.002206885,0.03967144,0.005476587,0.0000953519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.862692,0.001324721,0.1013487,0.000566787,0.00005592941,0.000834554,0.001169479,0.0001486482,0.03185915],"genre_scores_gemma":[0.9764957,0.0003493355,0.01530546,0.00006737321,0.00001292058,0.0004109571,0.0003145686,0.00003502209,0.00700868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01030021,"threshold_uncertainty_score":0.03445768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02274617535981567,"score_gpt":0.2734239551088655,"score_spread":0.2506777797490499,"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."}}