{"id":"W2987890985","doi":"10.5337/2019.214","title":"Global experiences on waste processing with black soldier fly (Hermetia illucens): from technology to business","year":2019,"lang":"en","type":"report","venue":"","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Eidgenössische Anstalt für Wasserversorgung Abwasserreinigung und Gewässerschutz; University of Ghana; Sveriges Lantbruksuniversitet; Kungliga Tekniska Högskolan; University of Stirling; World Health Organization","keywords":"Hermetia illucens; Waste management; Business; Engineering; Ecology; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001484093,0.0004244295,0.0005179624,0.00004472845,0.000187206,0.0001931241,0.0004657912,0.0005762267,0.001264819],"category_scores_gemma":[0.0001204363,0.0001330856,0.00006771609,0.001696323,0.0001654907,0.0001120207,0.0001383915,0.0001754676,0.0002473021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001454923,"about_ca_system_score_gemma":0.0001933207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009792218,"about_ca_topic_score_gemma":0.002086744,"domain_scores_codex":[0.9975664,0.00004135508,0.0003002924,0.0008416558,0.0007782842,0.0004720108],"domain_scores_gemma":[0.998767,0.00005248784,0.0002205129,0.0001439593,0.0006912955,0.0001247407],"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":[0.0008538066,0.0006853134,0.02277964,0.0003773726,0.0002226987,0.000189029,0.001782515,0.0005353042,0.01494625,0.0003672153,0.0768294,0.8804315],"study_design_scores_gemma":[0.0009799415,0.004125001,0.1437534,0.003659504,0.0002082765,0.0001366589,0.02851081,0.0006198086,0.008775284,0.0002835082,0.8046566,0.004291225],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109936,0.0001467008,0.00004347576,0.0009681866,0.0006609831,0.0005945275,0.00007384935,0.0002461757,0.0862725],"genre_scores_gemma":[0.9910608,0.00006985082,0.0001589633,0.0007888186,0.0006331216,0.00007166143,0.0002468752,0.000004010933,0.006965923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8761402,"threshold_uncertainty_score":0.9996482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009257036197868,"score_gpt":0.2616146139882144,"score_spread":0.2415220436262357,"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."}}