{"id":"W2025129603","doi":"10.5539/sar.v2n2p99","title":"Striga Infestation in Kenya: Status, Distribution and Management Options","year":2013,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Plant Parasitism and Resistance","field":"Agricultural and Biological Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Striga; Striga hermonthica; Agroforestry; Biology; Agronomy; Infestation; Parasitic plant; Food security; Livelihood; Integrated pest management; Host (biology); Agriculture; Ecology; Sorghum","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":[0.0002438793,0.0002733699,0.0002014802,0.0007055542,0.000879952,0.0004850182,0.0004724575,0.0005478844,0.006098796],"category_scores_gemma":[0.000388826,0.0002941357,0.0001705544,0.0007176326,0.0004185654,0.0006644024,0.0006809449,0.0002648437,0.0003928587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115578,"about_ca_system_score_gemma":0.001334431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03479679,"about_ca_topic_score_gemma":0.1445374,"domain_scores_codex":[0.9998598,0.00002698556,0.00001768931,0.00001338611,0.00002010938,0.00006201446],"domain_scores_gemma":[0.9998061,0.00002365773,0.0000815055,0.000003298046,0.00002781804,0.00005768223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009684203,0.0008528045,0.7543706,0.003623125,0.0001114203,0.0065075,0.003788087,0.0004677268,0.01047753,0.002499018,0.009236382,0.2070973],"study_design_scores_gemma":[0.00005839083,0.0005645195,0.9646792,0.001631519,0.0001168636,0.00392185,0.008284095,0.0004965091,0.0004881785,0.0004723032,0.01924098,0.00004558003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593745,0.02416324,0.000177346,0.002296983,0.00005514301,0.0002073945,0.001361979,0.00002262853,0.01234066],"genre_scores_gemma":[0.980105,0.01377492,0.0007674051,0.0005023358,0.00002681203,0.00008882775,0.000653244,0.000004279056,0.004077225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03479679,"threshold_uncertainty_score":0.06918848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542570169770178,"score_gpt":0.2716246169395609,"score_spread":0.2561989152418591,"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."}}