{"id":"W4281934197","doi":"10.3920/jiff2022.s1","title":"Insects to Feed the World 2022","year":2022,"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":"","funders":"","keywords":"Context (archaeology); Legislation; Food security; Political science; Geography; Biology; Agriculture; Ecology; Law; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001120844,0.001594352,0.0004500796,0.001322133,0.00232073,0.003623515,0.001011644,0.001827791,0.2206337],"category_scores_gemma":[0.0007292263,0.0002924538,0.0004143655,0.001194827,0.0007980733,0.0009025726,0.001257063,0.002328846,0.06280139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008315267,"about_ca_system_score_gemma":0.01356796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6233821,"about_ca_topic_score_gemma":0.8744627,"domain_scores_codex":[0.9993033,0.00003569124,0.00001978542,0.00005105226,0.0004311338,0.0001590348],"domain_scores_gemma":[0.9989595,0.00002994327,0.00004111718,0.0000212879,0.0006242284,0.0003238496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003260939,0.00002297403,0.000231671,0.0001091424,0.000003075823,0.00002766428,0.00003245916,0.00003331502,0.0003628686,0.000625072,0.9707906,0.02772865],"study_design_scores_gemma":[0.000003701816,0.00000832502,0.001762477,0.00007628826,0.000001774224,0.00001501543,0.0000621679,0.00001655994,0.00008693653,0.00006738499,0.9978947,0.000004565995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002931769,0.0902477,0.0008818571,0.03866819,0.04784404,0.0004789067,0.009072462,0.000421466,0.8094535],"genre_scores_gemma":[0.003538941,0.009495129,0.0003065248,0.003236855,0.001292134,0.00004642747,0.00254974,0.00007796523,0.9794562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6233821,"threshold_uncertainty_score":0.7576718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419426559680621,"score_gpt":0.2215328522083653,"score_spread":0.2073385866115591,"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."}}