{"id":"W3135537622","doi":"10.3920/jiff2021.x002","title":"Can we farm aquatic insects for human food or livestock feed?","year":2021,"lang":"en","type":"article","venue":"Journal of Insects as Food and Feed","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Overexploitation; Livestock; Biology; Indigenous; Ecology; Biomass (ecology); Agriculture; Novelty; Extinction (optical mineralogy); Agroforestry; Fishery","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":[0.00258834,0.0005837657,0.0006567474,0.0004324669,0.0009899216,0.003065547,0.001109804,0.003812161,0.0168639],"category_scores_gemma":[0.006815667,0.0001623853,0.0003410591,0.0006313463,0.004773217,0.007968137,0.001167038,0.002659139,0.005973797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000803575,"about_ca_system_score_gemma":0.002734802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006092253,"about_ca_topic_score_gemma":0.01819632,"domain_scores_codex":[0.9994615,0.000226373,0.00002140289,0.00006924796,0.0001027079,0.000118714],"domain_scores_gemma":[0.9977316,0.0008239272,0.0002953979,0.0001381723,0.0004794681,0.0005313639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005745701,0.0005402127,0.01935527,0.002329836,0.0001148337,0.0007263822,0.001507204,0.0002762946,0.001972299,0.02869513,0.1988071,0.7451009],"study_design_scores_gemma":[0.00009410132,0.001115541,0.03282143,0.004775372,0.0002300693,0.001724443,0.02872548,0.0005277031,0.001546134,0.1814236,0.7468405,0.0001756611],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0228822,0.1595992,0.002303513,0.7658537,0.006034914,0.00003363304,0.0002174168,0.0001316504,0.04294381],"genre_scores_gemma":[0.2806062,0.4638677,0.007786029,0.1933241,0.007436516,0.0001174214,0.0003008284,0.00006161761,0.04649964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0168639,"threshold_uncertainty_score":0.05641538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03831675521922098,"score_gpt":0.2571039672185749,"score_spread":0.2187872119993539,"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."}}