{"id":"W4256009930","doi":"10.31219/osf.io/nh6k3","title":"Insects farmed for food and feed — global scale, practices, and policy","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Animal feed; Agriculture; Fishing; Agricultural science; Biology; Agricultural economics; China; Scale insect; Business; Animal food; Fishery; Ecology; Biotechnology; Geography; Economics; Food science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000129417,0.0001966113,0.0002351745,0.000008937843,0.0001549748,0.0002193578,0.0001307263,0.0002507527,0.00003633587],"category_scores_gemma":[0.0005005758,0.00007506146,0.00005681988,0.0001878245,0.00005536578,0.00006779277,0.0003858063,0.0001363792,0.000002652833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002645302,"about_ca_system_score_gemma":0.0000374904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007423782,"about_ca_topic_score_gemma":0.003357887,"domain_scores_codex":[0.9989768,0.0000728046,0.0001535428,0.0004637592,0.0001182545,0.0002148538],"domain_scores_gemma":[0.9992917,0.0001984888,0.0002161533,0.00004140406,0.00006773391,0.0001845276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001508084,0.0005975282,0.04968609,0.002514294,0.0004908007,0.00001384847,0.001263843,0.00001267882,0.1010542,0.07240592,0.02070415,0.7497485],"study_design_scores_gemma":[0.00162659,0.002867037,0.8503641,0.0001578787,0.0001598006,0.00006184933,0.0006605698,0.003130184,0.003430652,0.04128119,0.09490996,0.001350131],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788335,0.000277655,0.00004732814,0.01403532,0.0001568478,0.0008973735,0.0003726204,0.0001300259,0.005249331],"genre_scores_gemma":[0.9958419,0.0002028952,0.0004468516,0.002667905,0.0004797766,0.00005124172,0.0001904135,0.00000104967,0.0001179445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8006781,"threshold_uncertainty_score":0.3060918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05317063227218292,"score_gpt":0.2973966127169959,"score_spread":0.244225980444813,"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."}}