{"id":"W2911202754","doi":"10.5539/jas.v11n3p33","title":"Postharvest Management Practices of Grains in the Eastern Region of Kenya","year":2019,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Insect Pest Control Strategies","field":"Agricultural and Biological Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Purdue University; Bill and Melinda Gates Foundation","keywords":"Postharvest; Integrated pest management; Food security; Agricultural science; Agroforestry; Geography; Toxicology; Agronomy; Agriculture; Biology; Business; Horticulture; Ecology","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":[0.001138924,0.00009503893,0.0002045564,0.00003777759,0.00006548158,0.00008400036,0.0009893855,0.00003334106,0.00001841915],"category_scores_gemma":[0.00009895025,0.00002320744,0.0001048323,0.001032041,0.0001866933,0.0009389851,0.0000646925,0.0001495062,0.00000426596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002973749,"about_ca_system_score_gemma":0.00001920404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002629905,"about_ca_topic_score_gemma":0.0004047927,"domain_scores_codex":[0.9983644,0.00009879892,0.0004396698,0.0001350656,0.0007529124,0.0002090985],"domain_scores_gemma":[0.9980164,0.0001844142,0.001382484,0.00005945694,0.0003150305,0.00004228519],"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":[0.0000925377,0.0002484402,0.1090108,0.00003489371,0.00001904801,0.00003037132,0.0009727141,0.0001116833,0.8799735,0.00489162,0.000167661,0.004446686],"study_design_scores_gemma":[0.0001695189,0.0005663958,0.9905858,0.0000872863,0.00001236266,0.000159413,0.006223856,0.000008841795,0.001612371,0.0001846777,0.0003220562,0.00006741843],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931406,0.000103299,4.130853e-7,0.002172105,0.0001502788,0.0001901572,0.000001451713,0.000002567588,0.004239078],"genre_scores_gemma":[0.9995939,0.00006345539,0.00007172084,0.00005896192,0.00007878813,0.000001004993,6.007582e-7,2.42443e-7,0.0001312977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.881575,"threshold_uncertainty_score":0.1838541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240435326907155,"score_gpt":0.2440648944924504,"score_spread":0.2216605412233789,"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."}}