{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006857236,0.00007039677,0.00009355213,0.000009143496,0.0000961097,0.00001880023,0.00008318933,0.00003198225,0.00002571796],"category_scores_gemma":[0.00001021628,0.00002641774,0.00002636806,0.0002372494,0.00004078726,0.00002323725,0.0001366712,0.00002219617,0.00002234922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004676758,"about_ca_system_score_gemma":0.000001164907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002353852,"about_ca_topic_score_gemma":0.00009326721,"domain_scores_codex":[0.9995354,0.00001098455,0.0001226728,0.0001314771,0.00007442728,0.0001250668],"domain_scores_gemma":[0.9998179,0.00004650157,0.00004962034,0.00002800293,0.00003113229,0.00002685944],"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":[0.00001607705,0.000054218,0.062463,0.000048882,0.00008420525,0.000003676236,0.0007520146,0.0002907699,0.3961271,0.003822246,0.01332812,0.5230097],"study_design_scores_gemma":[0.0000785482,0.000112192,0.8991327,0.000007499198,0.00001940313,9.514096e-7,0.0007585885,0.0006507925,0.005445293,0.001660351,0.0919845,0.0001491643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975647,0.0004768109,0.000003549673,0.0009694224,0.00006326401,0.0001010279,0.00001736845,0.00003896008,0.000764936],"genre_scores_gemma":[0.9962824,0.00255353,0.00009223168,0.0000658093,0.00008492482,0.000003315262,0.0000505859,5.665967e-7,0.0008666599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8366697,"threshold_uncertainty_score":0.1077284,"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."}}