{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002591451,0.0001919887,0.0003689022,0.00004476851,0.000364796,0.0001564592,0.0001646111,0.0001344209,0.0001279464],"category_scores_gemma":[0.0003483449,0.00007607655,0.0001676915,0.000364126,0.00004710215,0.0001115564,0.00004636416,0.0001935689,0.000002215643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003338384,"about_ca_system_score_gemma":0.00008745125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005412451,"about_ca_topic_score_gemma":0.003353599,"domain_scores_codex":[0.9986987,0.0001161782,0.0004194124,0.000205713,0.0002646364,0.0002953603],"domain_scores_gemma":[0.9988307,0.0003235789,0.0003213699,0.00005389094,0.0002424279,0.0002280809],"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":[0.0008109126,0.0007349802,0.00183495,0.0002310551,0.0003506239,0.0001292498,0.002705334,0.00001012124,0.9125223,0.006589508,0.001070419,0.07301056],"study_design_scores_gemma":[0.01675267,0.1517637,0.2478195,0.002213748,0.0007202284,0.004822626,0.0157353,0.0004287395,0.4106754,0.08893755,0.05707482,0.003055655],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960364,0.0007770935,0.00001170381,0.002009376,0.0003158321,0.0002417871,0.00002228163,0.00002151611,0.0005640053],"genre_scores_gemma":[0.9976808,0.0001718327,0.0001190333,0.001034085,0.0005299159,0.000007748846,0.000017725,0.000003511288,0.000435317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5018469,"threshold_uncertainty_score":0.3102312,"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."}}