{"id":"W4389033043","doi":"10.5376/lgg.2023.14.0004","title":"Utilization of Legumes","year":2023,"lang":"en","type":"article","venue":"Legume Genomics and Genetics","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Civilization; Geography; Agroforestry; Liana; Agronomy; Biology; Botany; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002702977,0.0005546366,0.0002993146,0.0009754276,0.0006048981,0.001124842,0.0004498172,0.0003216756,0.002824202],"category_scores_gemma":[0.0003081656,0.0001260086,0.0003841165,0.001434533,0.0001619074,0.0005286746,0.0005161367,0.0004342005,0.001490047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008356753,"about_ca_system_score_gemma":0.0004310349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005141894,"about_ca_topic_score_gemma":0.006971176,"domain_scores_codex":[0.999535,0.00006861733,0.00002603792,0.0001385204,0.0001191184,0.0001126979],"domain_scores_gemma":[0.9997469,0.00002258827,0.00007666361,0.00002492528,0.00006756107,0.00006138291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000445204,0.000213509,0.03059383,0.001639597,0.0002239707,0.0009244923,0.0009466561,0.0001476867,0.774879,0.002901688,0.004298727,0.1827856],"study_design_scores_gemma":[0.0000291,0.001045335,0.3667462,0.0005016752,0.0003561208,0.005310874,0.001372334,0.0003998537,0.1827881,0.002480385,0.4388606,0.0001095221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8292028,0.1093905,0.00710208,0.000886973,0.0002004143,0.000107343,0.008367501,0.0002925748,0.04444974],"genre_scores_gemma":[0.9477741,0.02410729,0.005729599,0.0007511403,0.00004843614,0.00006259888,0.008349367,0.00007167824,0.01310579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005141894,"threshold_uncertainty_score":0.01022393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03988645768506396,"score_gpt":0.2307346039876059,"score_spread":0.1908481463025419,"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."}}